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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "visualize_embeddings(embeddings, course_df['title'], method='PCA')\n", + "visualize_embeddings(embeddings, course_df['title'], method='t-SNE')\n", + "visualize_embeddings(embeddings, course_df['title'], method='UMAP')" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'embeddings' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[1], line 5\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcluster\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m KMeans\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mumap\u001b[39;00m\n\u001b[1;32m----> 5\u001b[0m kmeans \u001b[38;5;241m=\u001b[39m KMeans(n_clusters\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m15\u001b[39m, random_state\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)\u001b[38;5;241m.\u001b[39mfit(\u001b[43membeddings\u001b[49m)\n\u001b[0;32m 6\u001b[0m course_df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcluster\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m kmeans\u001b[38;5;241m.\u001b[39mlabels_\n\u001b[0;32m 8\u001b[0m \u001b[38;5;66;03m# do a PCA on the embeddings\u001b[39;00m\n", + "\u001b[1;31mNameError\u001b[0m: name 'embeddings' is not defined" + ] + } + ], + "source": [ + "# seperate the embeddings into 15 different clusters using sklearn.cluster.KMeans\n", + "from sklearn.cluster import KMeans\n", + "import umap\n", + "\n", + "kmeans = KMeans(n_clusters=15, random_state=0).fit(embeddings)\n", + "course_df['cluster'] = kmeans.labels_\n", + "\n", + "# do a PCA on the embeddings\n", + "pca = PCA(n_components=2)\n", + "pca_result = pca.fit_transform(embeddings)\n", + "course_df['pca_x'] = pca_result[:, 0]\n", + "course_df['pca_y'] = pca_result[:, 1]\n", + "\n", + "# do a t-SNE on the embeddings\n", + "tsne = TSNE(n_components=2, perplexity=30, random_state=0)\n", + "tsne_result = tsne.fit_transform(embeddings)\n", + "course_df['t-SNE_1'] = tsne_result[:, 0]\n", + "course_df['t-SNE_2'] = tsne_result[:, 1]\n", + "\n", + "# do a UMAP on the embeddings\n", + "umap = umap.UMAP(n_components=2, random_state=0)\n", + "umap_result = umap.fit_transform(embeddings)\n", + "course_df['UMAP_1'] = umap_result[:, 0]\n", + "course_df['UMAP_2'] = umap_result[:, 1]\n", + "\n", + "# plot the embeddings\n", + "fig = px.scatter(course_df, x='pca_x', y='pca_y', color='cluster', hover_data=['title', 'code', 'cycle', 'url', 'id'])\n", + "fig.update_layout(title='Course Embeddings', xaxis_title='PCA 1', yaxis_title='PCA 2')\n", + "fig.show()\n", + "\n", + "# plot the embeddings\n", + "fig = px.scatter(course_df, x='t-SNE_1', y='t-SNE_2', color='cluster', hover_data=['title', 'code', 'cycle', 'url', 'id'])\n", + "fig.update_layout(title='Course Embeddings', xaxis_title='t-SNE 1', yaxis_title='t-SNE 2')\n", + "fig.show()\n", + "\n", + "# plot the embeddings\n", + "fig = px.scatter(course_df, x='UMAP_1', y='UMAP_2', color='cluster', hover_data=['title', 'code', 'cycle', 'url', 'id'])\n", + "fig.update_layout(title='Course Embeddings', xaxis_title='UMAP 1', yaxis_title='UMAP 2')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebook/data/Course.csv b/notebook/data/Course.csv new file mode 100644 index 0000000..0cd19ee --- /dev/null +++ b/notebook/data/Course.csv @@ -0,0 +1,908 @@ +"code","title","description","credits","createdAt","updatedAt","id","cycle" +ATE800E,Academic Integrity : Concepts and Techniques,"The ATE800 workshop must be passed in the first session. At the end of the workshop, the student will be able:to distinguish his/her own words and ideas from those of others;to correctly introduce in his/her texts the words, ideas, graphics or other elements taken from other publications or sites and to quote the source. Plagiarism and sanctions. Moral and legal responsibilities. Types of quotes. Rules applicable. Identification of sources. Mandatory workshop for students of graduate and PhD...",0,2024-11-02 01:50:21.499,2024-11-02 01:50:21.569,407641,2 +ELE735,Analyse numérique,"Au terme de ce cours, l'étudiante ou l'étudiant aura acquis des méthodes de résolution numérique sur ordinateur des problèmes mathématiques d'ingénierie. Présentation de la théorie de l'analyse numérique. Détails des différents algorithmes classiques de résolution numérique et évaluation de leur précision. Identification des types de problèmes qui exigent des techniques numériques pour être résolus et évaluation de la propagation éventuelle des erreurs découlant de...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.773,350543,1 +MTI850,Analytiques des données massives,Ce cours présente les concepts pour effectuer une analyse statistique de très grands ensembles de données qui ne tiennent pas sur un seul ordinateur. Ce cours vous permettra développer vos connaissances en analyse de données massives et améliorerez vos compétences en programmation et en mathématiques. Vous apprendrez à utiliser des outils analytiques essentiels pour l’analyse statistique des données massives. Plusieurs problèmes applicatifs seront étudiés et différentes...,3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.773,353344,2 +CHM015,Chimie préparatoire pour le génie (hors programme),"Ce cours vise à initier l’étudiante ou l'étudiant à la résolution de problèmes en appliquant les modèles de la chimie générale et de la chimie des solutions. Au terme de ce cours, l’étudiant sera en mesure de : communiquer un résultat scientifique; interpréter les informations contenues dans un tableau périodique; représenter une structure moléculaire simple; décrire quantitativement l’état gazeux; effectuer des calculs stoechiométriques; équilibrer des équations...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.773,349708,1 +ELE752,Appareillage électrique,"Au terme de ce cours, l'étudiante ou l'étudiant aura acquis les connaissances fondamentales et appliquées sur l’appareillage électrique d’un réseau de transport. Éléments d’un réseau de transport. Gestion du réseau. Machines synchrones : conception, modélisation, régime transitoire. Lignes et câbles de transport et de distribution. Mise à la terre. Équipements de compensation : condensateurs et inducteurs, branchement série et shunt, systèmes flexibles de transport...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.773,350599,1 +GES850,Choix tactiques et opérationnels,"au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : • d’établir les besoins en ressources; • d’optimiser le choix des ressources à toutes les étapes de la vie de l’entreprise innovante; Analyse de risque et rendement. Assignation de priorités. Ressources internes et externes. Ressources financières, humaines et matérielles. Partenariat, alliance et sous-traitance. Organisation du travail. Véhicules de financement. Évaluation et valeur. Marketing et modes de...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.773,351001,2 +LOG410,Analyse de besoins et spécifications,"Au terme de ce cours, l’étudiante ou l’étudiant sera initié à l’exercice exhaustif d’analyse des besoins et au développement d’une spécification de produit à partir de l’analyse de besoins. Importance de l’analyse des besoins. Modèles de cycle de vie du logiciel et formes appropriées d’analyse des besoins à chaque étape. Étapes du processus de formalisation des besoins. Caractéristiques des informations contenues dans le document d’analyse des besoins ainsi que le...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.569,352449,1 +MGC842,Analyse dynamique et sismique des ponts et bâtiments,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de calculer la réponse dynamique et sismique de structures courantes, notamment celles des bâtiments et des ponts. Il se familiarisera également à des notions avancées et de nouvelles approches de calcul parasismique. Charges dynamiques, équations de mouvement des systèmes à un et plusieurs degrés de liberté, vibration libre et forcée, analyse modale, analyse spectrale, analyse dans le domaine du temps, analyse dans...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.570,353208,2 +SYS806,Application de la méthode des éléments finis,"Acquérir des connaissances fondamentales sur la méthode des éléments finis afin de résoudre numériquement les problèmes physiques gouvernés par les équations aux dérivées partielles. Être en mesure de développer et d’utiliser un logiciel d’éléments finis pour modéliser un problème d’analyse des contraintes ou de thermofluide. Introduction aux concepts fondamentaux : formulation variationnelle des problèmes aux limites (formulation forte, faible et discrète). Méthode de...",4,2024-11-02 01:50:21.502,2024-11-02 01:50:21.773,353680,2 +MEC636,Acoustique industrielle,"Ce cours vise à rendre l’étudiant apte à mesurer et réduire le bruit en s’appuyant sur les bases théoriques de l'acoustique industrielle et les techniques expérimentales associées. À la fin de ce cours, l'étudiante ou l'étudiant sera en mesure : d’évaluer une plainte relative au bruit en effectuant mesures, analyses et interprétations des résultats; d'identifier les phénomènes physiques liés à la génération et à la propagation d'ondes sonores; de calculer par la...",3,2024-11-02 01:50:21.500,2024-11-02 01:50:21.569,352926,1 +GOL605,Analyse de la performance financière,"Rappel des états financiers (bilan, état des résultats), de leur cycle d’élaboration et de leur interrelation. Analyse globale des états financiers, les principaux ratios. Analyse raffinée par secteur de l’entreprise. Rôle du système de prix de revient, avantages et inconvénients. Connaissance des générateurs de coûts. Concept de la comptabilité par activités. Occasions générées par les nouvelles technologies. Chaîne de valeur type de Michael Porter. Analyse et gestion des...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.569,351299,1 +TCH011,Circuits,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l’étudiant sera en mesure : de réaliser un circuit physique (électrique, hydraulique, pneumatique) à partir d’un schéma; de vérifier le fonctionnement d’un circuit à l’aide des instruments d’usage. Utilisation des instruments de mesure : multimètre, générateurs d’onde, oscilloscope, manomètre, débitmètre, etc. Interprétation des conventions et des...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.773,353848,1 +MGL850,Applications et systèmes décentralisés,"Ce cours vise à familiariser l’étudiante ou l'étudiant avec les principaux concepts liés aux technologies des systèmes décentralisés et au développement d'applications décentralisées. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’expliquer les fondements de systèmes décentralisés : réseaux pair-à-pair, cryptographie, problème du consensus distribué. Il sera également en mesure de concevoir un projet axé sur la technologie des chaînes de blocs avec...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.773,353268,2 +MGL870-H25,DevOps: une approche systématique d'amélioration continue et d’automatisation,"",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,908595,2 +ELE105,Circuits électriques,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d'élaborer les modèles mathématiques des circuits électriques et électroniques et d’analyser le comportement de ces circuits par des méthodes analytiques sous différentes excitations. Composants passifs (R, L et C) et composants actifs (sources indépendantes et contrôlées). Lois d’Ohm et de Kirchhoff. Méthodes des mailles et des nœuds. Circuits en régime continu. Théorèmes fondamentaux (Thévenin, Norton,...",4,2024-11-02 01:50:21.503,2024-11-02 01:50:21.773,350221,1 +SYS865-A24,"Amélioration des propriétés mécaniques (TTT. Traitements de surface), de la mise en forme et de la tenue en serv","Rendre l'étudiante ou l'étudiant capable d'analyser le comportement physique et mécanique des matériaux d'ingénierie afin de soutenir la conception de nouveaux composants et des machines. Un aperçu des paramètres contrôlant les propriétés physiques des matériaux métalliques (tels que l'aluminium, le cuivre, les aciers et les composites) sera passé en revue. Les méthodes de détermination des déformations élastiques et plastiques, des propriétés mécaniques et des lois de...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.569,907940,2 +ELE788,Circuits et antennes micro-ondes,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de définir les paramètres S (paramètres de répartition) d’un circuit de radio fréquence (RF) et ses caractéristiques linéaires et non-linéaires;d’analyser une architecture d’une chaîne RF, et expliquer la fonctionnalité de ses composants; d’expliquer le mécanisme de rayonnement d’une antenne et de calculer ses paramètres de base; de classer les antennes multiples et les modes d’utilisation. Notions de...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.775,350695,1 +ELE767,Apprentissage machine en intelligence artificielle,"Au terme de ce cours, l’étudiante ou l'étudiant aura été initié au domaine de l'intelligence artificielle par le biais de concepts fondamentaux en apprentissage automatique. Réseaux neuroniques. Modélisation d'un neurone. Règles d'apprentissage. Principaux modèles de réseaux neuroniques : perceptron, rétropropagation d'erreur, modèle de Hopfield, machine de Boltzmann et modèle ART. Apprentissage profond. Réseaux de neurones convolutifs, récurrents et autoencodeurs. Machines à...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.773,350627,1 +GTI755,Apprentissage machine quantique,"Ce cours vise à acquérir des connaissances dans le domaine l’informatique quantique appliquées à l’intelligence artificielle, comprendre les contraintes des ordinateurs quantiques et comment les utiliser pour améliorer les performances des algorithmes d’apprentissage classiques. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : comprendre les éléments fondamentaux de l’apprentissage machine quantique ; identifier les problèmes ou sous-problèmes de...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.775,352077,1 +ELE739,Circuits intégrés programmables (FPGA),"Acquérir les notions avancées permettant de concevoir et de réaliser des systèmes numériques complexes en utilisant la technologie des circuits intégrés programmables (FPGA, CPLD) de grande complexité. Analyse comparative des différentes technologies numériques : présentation des technologies de circuits intégrés VLSI programmables et de leur évolution, étude de la méthodologie, des outils et des techniques de conception et de réalisation. Séances de laboratoire faisant appel...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.775,350561,1 +SYS862-H25,Apprentissage profond : fondements et applications à la mécanique computationnelle,"Le cours introduira les concepts de base de l’apprentissage profond (Deep Learning), mettant l’accent sur les fondements mathématiques, probabilistes et statistiques essentiels. Les étudiants auront l'occasion de mettre en pratique ces concepts à l'aide d'outils informatiques pour une application concrète dans le domaine de la mécanique computationnelle. Nous explorerons des modèles d'apprentissage supervisé et non supervisé, en abordant des concepts clés tels que l’estimation du...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.775,907925,2 +MEC730,Climatisation et réfrigération industrielles,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de comprendre le fonctionnement des systèmes de climatisation et de réfrigération et de choisir et concevoir un système du point de vue opérationnel et économique. À la fin du cours, l’étudiante ou l’étudiant sera en mesure : d’analyser l’opération des systèmes de climatisation et de réfrigération; d’appliquer les principes de la psychrométrie au traitement d’air; d’appliquer les principes de cycles...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.775,352988,1 +SYS801,Commande par micro-ordinateur,Maîtriser les principes de la commande de processus industriels par ordinateur et matériel associé à la commande numérique. Utiliser les outils nécessaires pour concevoir des boucles de régulation et implanter des algorithmes de commande à l'aide d'un microprocesseur. Conception de commandes numériques : correcteurs PID et variantes. Commande par anticipation. Rappel de la représentation d’état et du réglage par retour d’état. Méthodes d'estimation des paramètres : moindres...,4,2024-11-02 01:50:21.504,2024-11-02 01:50:21.775,353650,2 +SSC820,Communication et leadership sur chantiers de construction,"Ce cours vise à développer des compétences pour communiquer efficacement comme cadre mandataire du maître d’oeuvre ou de l’entrepreneur à titre de responsable de la gestion de la santé et sécurité et de la protection de l’environnement sur les chantiers de construction. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’informer et de s’assurer de la prise en charge des risques et des enjeux liés aux mandats, aux responsabilités, aux échéanciers et à...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.776,353516,2 +MEC029,Communication graphique et fabrication mécanique,"À la fin du cours, l’étudiante ou l'étudiant sera en mesure : d’interpréter et de produire des dessins techniques en référence aux normes sur le tolérancement dimensionnel et géométrique; de calculer des jeux/serrages et des tolérances dimensionnelles en recourant aux principes de la cotation fonctionnelle; de choisir des ajustements normalisés en fonction des requis fonctionnels pour des assemblages mécaniques; de choisir les techniques et instruments de mesure appropriés à...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.776,352710,1 +COM800,Communication technique (hors programme),Ce cours est destiné aux étudiantes et étudiants n’ayant pas démontré une connaissance satisfaisante de la langue française et devant faire la preuve de leur compétence en français par la réussite d’un cours de français d’appoint. Il s’adresse aux étudiantes et étudiants de cycles supérieurs qui souhaitent améliorer certains de leurs points faibles en français technique. Le cours vise à fournir à l’étudiante ou l'étudiant un apprentissage du lexique spécialisé à...,3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.776,349768,2 +MAT802,Compléments de mathématiques (profil génie électrique),Acquérir les notions de mathématiques avancées souvent rencontrées dans les publications scientifiques en génie électrique.Modélisation mathématique. Méthodes numériques. Algèbre linéaire. Équations différentielles. Variables complexes. Séries et transformées diverses. Relations entre domaines de représentations. Variables aléatoires. Probabilités et statistiques. Exemples d'applications.,3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.777,352702,2 +TCH057,Applications mobiles et expérience usager,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Ce cours vise à initier l’étudiante ou l’étudiant au développement d’applications mobiles et à la création d’une interface usager. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : distinguer les différents éléments qui constituent une interface usager (conteneurs, boutons, zones de saisie, etc.); réaliser le prototypage rapide d’interfaces usager aux fins de tests...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.773,353962,1 +TEL136,Circuits logiques et microprocesseurs,"Au terme de ce cours, l'étudiante ou l’étudiant sera en mesure : de réaliser des circuits logiques et des systèmes ordinés de base dans le contexte d’une machine de 16-32 bits. Circuits logiques MSI, LSI et VLSI : conception, technique de mise au point et contraintes de conception. Mise au point de logiciels et stratégies de base pour la conception d’interfaces et pour l’étude de circuits entrée-sortie. Concepts de programmation avant-plan arrière-plan. Synthèse de ces...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.775,353992,1 +MGC803,Circularité dans les matériaux du génie civil,"Ce cours vise à fournir aux ingénieures et ingénieurs les outils nécessaires afin de leur permettre d’intégrer les principes de l’ingénierie circulaire dans le développement de matériaux du génie civil. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : appliquer les principes de l’ingénierie circulaire dans le développement, la conception et le choix de matériaux; porter un regard critique sur les notions relatives à l’intégration de matières...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.775,407585,2 +LOG430,Architecture logicielle,"À la fin de ce cours, l'étudiante ou l'étudiant sera en mesure : de documenter une architecture logicielle;d’analyser une architecture logicielle;de concevoir une architecture logicielle dirigée par les attributs de qualité; Caractéristiques du problème de conception, architecture et ingénierie, rôle et importance de l'architecte, scénarios d'attributs de qualité, tactiques architecturales, familles de structures architecturales, styles architecturaux, conception de l'architecture...",4,2024-11-02 01:50:21.502,2024-11-02 01:50:21.776,352457,1 +GES870,Aspects contractuels des projets internationaux d'ingénierie,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : - de maîtriser le processus d'élaboration des contrats internationaux; - d’identifier les différentes sources du droit des contrats internationaux; - de répertorier les recours possibles dans les cas de disputes commerciales et de résolution de conflits; - d’établir des scénarios de gestion contractuelle en matière d’approvisionnement et de partenariats d’affaires. Droit des affaires internationales. Sources du...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.776,351029,2 +ELE656,Asservissement des machines électriques,"Au terme de ce cours, l'étudiante ou l'étudiant aura revu les notions de base nécessaires à la compréhension des asservissements et se sera familiarisé avec les éléments nécessaires à leur réalisation. Asservissement des machines à courant continu : alimentation par redresseurs et hacheurs, comparaison de performances avec redresseurs double alternance en pont commandé, semi-commandé et hacheurs, entraînement triphasé, opération en boucle fermée en régulation de vitesse ou de...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.776,350427,1 +ELE757,Comportement des réseaux électriques,"*Ce cours est réservé aux étudiantes et aux étudiants sélectionnés par l'IGEE Classification des phénomènes sur un réseau électrique. Introduction aux méthodes et aux outils de simulation. Phénomènes transitoires électromagnétiques. Introduction au logiciel EMTP. Modélisation avancée des lignes de transport. Modélisation des équipements : parafoudres, transformateurs, disjoncteurs et systèmes électroniques de puissance. Surtensions : manoeuvre, temporaire, foudre,...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.777,350613,1 +GPA445,Conception assistée par ordinateur,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis une vision globale de la technologie de la conception assistée par ordinateur et vu les possibilités associées aux outils de conception tout en cernant leurs limites. Il sera en mesure d’identifier et de décrire les principales composantes d'un système de CAO, de décrire et d’utiliser les principales fonctions d'un système de CAO, de comprendre les différentes techniques de modélisation utilisées en CAO,...",4,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,351539,1 +GTS815,Biomécanique orthopédique,"Acquérir des connaissances en biomécanique musculosquelettique et orthopédique, plus particulièrement sur les dernières avancées reliées aux implants orthopédiques. Au terme de ce cours l’étudiante ou l'étudiant sera en mesure de reconnaître les spécificités reliées au domaine de l’orthopédie : biomécanique et mécanobiologie. Analyse de forces et technique de modélisation des articulations, arthrose, scolioses et autres pathologies du système musculosquelettique. Enjeux...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,352215,2 +GES826,Cadre juridique de base pour ingénieurs en affaires,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’intégrer les aspects juridiques pertinents à sa pratique en ingénierie d’affaires; de développer son autonomie professionnelle;de porter un jugement critique sur les qualités qui doivent caractériser la conduite professionnelle de l’ingénieur et les responsabilités qui lui incombent. Lois et règlements régissant la profession. Déontologie et éthique professionnelle. Impact du Code civil du Québec sur les...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.778,350978,2 +SYS876,Caractérisation des matériaux et procédés métallurgiques,"Ce cours vise à initier les étudiantes et étudiants à la caractérisation avancée des matériaux et des procédés de fabrication afin de produire des pièces métalliques possédant les performances en service désirées. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : appliquer différentes méthodes de résolution des problèmes liés en fabrication; utiliser différentes méthodes de caractérisation mécanique (monotone et fatigue); caractériser les...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.778,910294,2 +MGA855,Certification des systèmes embarqués d'aéronefs,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de distinguer les différentes normes et règlementations des systèmes embarqués;d’appliquer les concepts de certification dans la conception de systèmes aéronautiques;d’identifier les différentes phases de conception d’un produit logiciel et matériel;d’utiliser les normes de performances minimales et les procédures pour les essais de certification;de concevoir les tests nécessaires à la certification d’un...",4,2024-11-02 01:50:21.503,2024-11-02 01:50:21.779,353161,2 +DST404,Conception et analyse d’objets techniques,"Méthodologie de développement d’un objet technique. Définition du problème et cahier des charges. Élaboration et évaluation des solutions. Éléments de CAO. Méthodes de fabrication industrielle. Réalisation d’un objet technique (FAO). Séances de travaux pratiques et de laboratoire portant sur la conception, la modélisation et la réalisation d’objets techniques. ",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.779,350173,1 +GTI771,Apprentissage machine avancé,"Ce cours présente les concepts d’apprentissage automatique par les ordinateurs. Plusieurs problèmes applicatifs seront étudiés et différentes méthodes d’apprentissage automatique émanant du génie des technologies de l’information, de la théorie de l’information et de l’intelligence artificielle seront étudiées. À la fin de ce cours, les étudiantes et les étudiants seront en mesure de : illustrer et expliquer la nature des systèmes intelligents; appliquer les...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.773,352099,1 +SYS819,Apprentissage profond,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de maîtriser les différents types d'architectures neuronales pour l’apprentissage profond et leurs applications ; d’analyser les avantages et les limitations de ces architectures pour une application donnée. Le cours est divisé en deux parties : la première partie du cours porte sur les architectures neuronales profondes, en particulier l’apprentissage supervisé des réseaux neuronaux convolutifs et récurrents. La...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.775,353722,2 +CTN760,Approches et outils pour la conception environnementale,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser différents outils pour évaluer les impacts environnementaux potentiels d’un projet d’ingénierie sur tout son cycle de vie; d’intégrer les aspects environnementaux du cycle de vie dans un projet de conception en ingénierie; de développer une stratégie de mise en application de la conception environnementale. Impact des activités humaines et industrielles sur l’environnement. Quantification des...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.775,350045,1 +MGL844,Architecture logicielle,"Ce cours met l'emphase sur les attributs de qualité comme pilotes des activités d'analyse, d'élaboration, d'évaluation et d'implémentation de l'architecture logicielle. Architecture et cycle de vie, attributs de qualité, tactiques architecturales, styles/patrons architecturaux avec emphase sur les styles modernes (infonuagique - ""cloud computing"", architectures orientées services - SOA), formalismes pour exprimer une architecture logicielle (notations informelles, UML, langages de...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.776,353258,2 +MGC824,Aspects légaux et administration des contrats de construction,"Ce cours vise à comprendre les lois, règlements et aspects juridiques touchant la gestion de la conception et de la réalisation des projets de construction, ainsi que l’administration des contrats liant les différents intervenants d’un projet de construction et les aspects juridiques s’y rattachant. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : identifier les principales lois et règlements touchant la construction et la gestion des projets de construction;...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.776,412707,2 +MAT001,Complément de mathématiques (hors-programme),"Ce cours vise à consolider et développer les connaissances mathématiques préalables pour accéder à l’Année préparatoire.  Au terme de ce cours, l’étudiante et l’étudiant sera en mesure de : manipuler des expressions algébriques conformément aux règles établies ; raisonner avec la géométrie analytique et vectorielle; résoudre des problèmes par des équations et des inéquations; analyser des situations en utilisant des fonctions réelles à une variable; appliquer les...",2,2024-11-02 01:50:21.504,2024-11-02 01:50:21.776,910809,1 +MTI805,Compréhension de l'image,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : de reconnaître les algorithmes contemporains de compréhension de l’image et de vision par ordinateur;de développer un sens critique face aux différents algorithmes en compréhension de l’image et en vision par ordinateur;de concevoir et implémenter des solutions de base en compréhension de l’image et en vision par ordinateur;de comprendre les questions de recherche en compréhension de l’image et en vision par...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,353310,2 +AER200,Conception assistée par ordinateur en aérospatiale,"Au terme de ce cours, l’étudiant sera en mesure de : décrire et utiliser les principales fonctions d’un système de CAO. Il aura acquis une vision globale des technologies de conception assistée par ordinateur mises en œuvre pour construire des maquettes numériques en développement de produits aéronautiques. Il saura cerner les possibilités et les limites associées aux outils de conception. Il saura choisir parmi les différentes techniques de modélisation utilisées en CAO celles...",4,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,911870,1 +GTS816,Biomatériaux avancés et ingénierie tissulaire,"Ce cours vise à fournir des connaissances pour concevoir et caractériser des biomatériaux bioactifs et des matrices relatives aux applications biomédicales, plus particulièrement pour la médecine régénératrice. Le cours couvre notamment les biomatériaux et procédés de fabrication des matrices, la caractérisation et la modification de surfaces et les aspects cellulaires et biologiques de base à considérer. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,352219,2 +SYS825,Conception des environnements manufacturiers,"Maîtriser des techniques classiques de conception des environnements manufacturiers, de même que des nouvelles approches développées pour remédier aux problèmes de production en contexte de mondialisation. Approche très quantitative partagée entre des modèles d’optimisation mathématiques et des heuristiques. Définition des environnements manufacturiers, de leurs composantes et de leur évolution dans les contextes de systèmes de production à flux continu, en atelier et...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.778,353728,2 +SDE880-H25,Caractérisation des matériaux en génie de la construction et de l’environnement,"L’objectif du cours est de montrer les méthodes de caractérisation de la microstructure des matériaux utilisés en génie de la construction et en génie de l’environnement. Les sujets couverts porteront sur les principes d’échantillonnage des matériaux granulaires et des surfaces, de préparation d’échantillons, de calibration et d’extraction et de fonctionnement des instruments de caractérisation, surtout pour les matériaux utilisés en génie de la construction et en génie...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.778,907901,2 +CTN784,Conception et analyse des ponts,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de concevoir et analyser les structures de ponts; d’évaluer les charges spécifiques à ce type de structures à l’aide de logiciels d’analyse de structures; de dimensionner les différents éléments structuraux des ponts et viaducs (tablier, piles, chevêtres, systèmes d’appuis, fondations, etc.) selon la norme canadienne des ponts routiers et autoroutiers CAN/CSA-S6; de produire des notes de calcul...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.779,350135,1 +GTI350,Conception et évaluation des interfaces utilisateurs,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure :de faire des choix judicieux lors de la conception d'une interface utilisateur, en appliquant des directives de conception et en respectant les besoins des utilisateurs; de réaliser des prototypes de l'interface conçue; d'appliquer des méthodes d'évaluation pour valider les prototypes et guider leur modification. Étapes de spécification, de conception, de développement, et d'évaluation des interfaces utilisateurs...",4,2024-11-02 01:50:21.505,2024-11-02 01:50:21.780,351911,1 +ELE200,Circuits électroniques,"Au terme de ce cours, l'étudiante ou l'étudiant sera familier avec le fonctionnement et les caractéristiques des composants électroniques tels que les diodes, les amplificateurs opérationnels, les transistors BJT et les transistors FET. Elle ou il aura acquis les notions d'analyse et de conception des circuits analogiques et se sera familiarisé avec l’utilisation des outils informatiques d'ingénierie assistée par ordinateur (IAO) pour l'analyse et la conception des circuits...",4,2024-11-02 01:50:21.504,2024-11-02 01:50:21.773,350241,1 +GPA710,Apprentissage profond,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de maîtriser et expérimenter les concepts de base de l’apprentissage profond, incluant : différents types d'architectures de réseaux de neurones profonds, leurs applications, et les avantages et limitations de ces architectures; conception et optimisation de modèles pour une application donnée; l’entrainement des réseaux profonds : fonctions de coûts, rétro‐propagation, descente de gradient stochastique,...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.775,351659,1 +IND105,Architecture des microprocesseurs,"Ce cours vise à initier les étudiantes et les étudiants aux architectures les plus courantes du processeur de systèmes ordinés. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : distinguer les différentes architectures de processeurs ; identifier l’architecture des processeurs présents dans un système ordiné ; distinguer les différents types de parallélisme d’exécution ; choisir une architecture appropriée pour l’application. Représentations de...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.775,352249,1 +MTI710,Commerce électronique,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’expliquer les concepts de base du commerce électronique, en particulier ses aspects technologiques et d’ingénierie; de concevoir des systèmes de commerce électronique de type B2C. Introduction aux intergiciels (Middleware) : principes, architecture et utilisation. Protocoles de commerce électronique et services Web : principes, architecture et application (SOAP, UDDI, WDL, ebXML, etc.). Environnements .NET,...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.776,353296,2 +TEL126,Communications analogiques et circuits de télécommunications,"Au terme de ce cours, l'étudiante ou l’étudiant sera en mesure : d’analyser, dans les domaines temporel et fréquentiel, les circuits électroniques utilisés dans les systèmes de télécommunications; d’évaluer la performance des circuits électroniques utilisés dans les systèmes de télécommunications. Analyse de circuits. Amplificateurs à transistor et amplificateurs opérationnels. Diagramme de Bode. Multiplexage en fréquence et multiplexage dans le temps. Caractéristiques...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.776,353986,1 +ELE772,Communications optiques,"Au terme de ce cours, l'étudiante ou l'étudiant aura vu les notions fondamentales associées au design, à l’analyse et aux tests de performance des systèmes de transmission à fibre optique et des réseaux optiques. Principes fondamentaux et analyse des principaux éléments d’un système de transmission à fibre optique. Transmetteurs optiques. Récepteurs optiques. Fibre optique: atténuation, dispersion chromatique, PMD, effets non linéaires. Techniques de modulation et de...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.776,350643,1 +GOL111,Comportement organisationnel et performance des équipes,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances, les habilités et les attitudes nécessaires afin d’aider les équipes dans leur contexte de travail à progresser dans leur fonctionnement en appliquant des notions en comportement organisationnel. Niveau individuel (personnalités, valeurs, motivation, modèles mentaux). Niveau groupal (dynamiques, rôles, organisation du travail, communication, gestion des conflits, processus de décision, autonomisation)....",4,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,351117,1 +GTI660,Bases de données multimédias,"Ce cours se concentre sur l’analyse et la conception des bases de données multimédias et des systèmes de gestion de données, leurs niveaux d'abstraction progressifs, leur familiarisation avec les paradigmes associés et leur utilisation dans le contexte particulier du multimédia. Les sujets touchés par le cours incluent : les outils de conception des bases de données, les langages de gestion et de manipulation d’un système de gestion de bases de données, les systèmes de gestion...",4,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,351997,1 +GPA772,Conception de machines,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser les principaux éléments des machines mécaniques; de concevoir des systèmes mécaniques. Analyse et conception des éléments principaux de machines. Conception d'un système mécanique et méthodologie de design. Facteur de sécurité et concentration de contraintes. Théorie de limitation en statique et en fatigue. Calcul des arbres, clavettes et accouplements. Vis de transmission. Boulons et joints...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,351733,1 +LOG550,Conception de systèmes informatiques en temps réel,"Acquérir des méthodologies et techniques de spécification, conception et implémentation de systèmes de logiciels temps réel spécifique à un ingénieur logiciel. Définition du temps réel. Revue des systèmes en temps réel et leurs caractéristiques générales. Exigences du temps réel. Méthodologies et techniques de spécification et de conception de systèmes temps réel. Principales méthodes de communication et de synchronisation entre processus. Technique de compilation croisée...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,352499,1 +ELE140,Conception des systèmes numériques,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de réaliser des systèmes numériques modernes. Méthodes systématiques d'analyse et de conception de circuits combinatoires et séquentiels. Conception et réalisation à partir de circuits intégrés. Étude des technologies et des spécifications des circuits en regard des contraintes de conception. Adéquation des méthodes de conception aux circuits intégrés programmables de grande complexité (FPGA) : description...",4,2024-11-02 01:50:21.505,2024-11-02 01:50:21.778,350235,1 +ENV867,Conception en génie de l’environnement,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’établir la portée, les contraintes et limites d’un projet en fonction des besoins d’un client; de concevoir des ouvrages ou technologies conformes aux règles de l’art du génie de l’environnement et ce, dans un contexte de développement durable;d’inclure dans sa pratique les dispositions réglementaires ou les recommandations d’organismes reconnus;de concevoir des solutions qui intègrent les aspects...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.778,350854,2 +ERG801,Conception et choix d'outils et d'équipements,"Acquérir des notions de base nécessaires à la conception et au choix d'outils et d'équipements sécuritaires et ergonomiques. Conception et choix des commandes et dispositifs de présentation de l'information. Conception des outils manuels et des équipements. Conception des environnements automatisés, virtuels, augmentés et multi-sensoriels. Acceptabilité pratique, utilisabilité et mesure de l’influence des conceptions sur la charge de travail. Étude de cas. Au terme de ce cours,...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.779,350864,2 +MEC546,Circuits électriques et électrotechnique,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis des notions simples en électricité industrielle afin de pouvoir analyser et choisir correctement les machines électriques utilisées dans les entreprises. À la fin de ce cours, l'étudiante ou l'étudiant sera en mesure: d'appliquer des méthodes d'analyse de circuits électriques et électroniques simples afin de pouvoir en évaluer la fonction et les performances; de faire la sélection, dans un processus de conception d’un...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.773,352826,1 +ELE747,Analyse et traitement d'images,"Au terme de ce cours, l'étudiante ou l'étudiant aura été initié aux techniques de compression, de restauration et d'analyse d'images numériques. Encodage d'images : techniques de représentation des couleurs; compression et transmission d'images. Restauration d'images : réduction du flou et du bruit de fond; amélioration du contraste et de la qualité de la couleur. Étude des différentes sources d'information permettant de déterminer le contenu d'une image : détection et encodage...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.570,350585,1 +ELE793,Circuits et systèmes radiofréquences,"Analyser et de concevoir des architectures de récepteurs et de transmetteurs sans-fil simples et complexes. Comprendre les complexités de conception et d'implémentation de circuits et de systèmes radiofréquences tels les amplificateurs faible bruit, les oscillateurs, les mélangeurs ou les boucles à verrouillage de phase. Introduction aux circuits intégrés opérant à radiofréquences (RF) et aux architectures de transmetteursrécepteurs sans fil. Étude des composants reliés à ces...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.775,350701,1 +ELE474,Commande numérique,"Se familiariser avec les phénomènes reliés à la quantification, les diverses stratégies de commande numérique des systèmes monovariables, ainsi qu’avec la conception et la réalisation d'une chaîne de commande numérique. Traitement et conversion des signaux : conversion N-A et conversion A-N. Période d'échantillonnage. Échantillonneur-bloqueur. Bloqueurs d'ordre O et d'ordre 1. Analyse et synthèse de compensateurs numériques : transformée en Z. Transformation conforme du plan S...",4,2024-11-02 01:50:21.504,2024-11-02 01:50:21.775,350353,1 +MTI865,Apprentissage profond pour la vision par ordinateur,"Ce cours vise à décrire tous les détails du fonctionnement des réseaux de neurones profonds et leurs applications dans le domaine de la reconnaissance visuelle. Au terme de ce cours, les étudiantes et les étudiants seront en mesure d’expliquer en détail le fonctionnement des réseaux de neurones convolutifs; de discuter des avantages et inconvénients de ces approches pour des applications en vision par ordinateur; de construire des systèmes basés sur des réseaux de neurones...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.775,353356,2 +MGA803-É25,Analyse et optimisation des performances des avions,"À la fin de ce cours, l'étudiant ou l'étudiante aura acquis des connaissances avancées sur la conception de modèles pour l’analyse de la performance des avions, sur les techniques utilisées pour prédire les performances et les trajectoires des avions, et sur les principes utilisés pour optimiser les opérations en vol. Ce cours abordera les thèmes suivants : Concepts de base associés à la performance des avions; Modélisation de l’atmosphère; Introduction aux différentes...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.570,909130,2 +GTI710,Commerce électronique,"À la fin de ce cours, l’étudiante ou l’étudiant sera capable : de concevoir et de réaliser des solutions informatiques complexes pour le commerce électronique; d’expliquer les concepts de base des affaires et du commerce électronique (eBusiness et eCommerce) selon les principes du génie des TI, c.-à-d. dans une perspective d’affaires et technologique; d’apprécier les enjeux d’affaires, sociaux et éthiques reliés au commerce électronique; d’identifier des opportunités...",4,2024-11-02 01:50:21.504,2024-11-02 01:50:21.775,352011,1 +TCH017,Architecture des ordinateurs,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Ce cours vise à initier l’étudiante ou l’étudiant au rôle des différentes composantes matérielles d’un ordinateur. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : identifier les principales composantes matérielles d’un ordinateur et leurs rôles; manipuler des nombres sous forme binaire et hexadécimale; écrire un programme à l’aide du langage assembleur d’une machine...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.776,353878,1 +MAT165,Algèbre linéaire et analyse vectorielle,"Au terme de ce cours, l’étudiante ou l’étudiant comprendra et maîtrisera les notions fondamentales d'algèbre matricielle et d'analyse vectorielle. Vecteurs, algèbre et géométrie vectorielle, produits scalaires, vectoriels et mixtes, fonctions vectorielles à une variable et applications. Transformations linéaires, matrices, déterminants, inversion de matrices, systèmes d'équations linéaires, valeurs propres et vecteurs propres. Fonctions à plusieurs variables, dérivées...",4,2024-11-02 01:50:21.500,2024-11-02 01:50:21.569,352629,1 +LOG645,Architectures de calculs parallèles,"Au terme de ce cours, l’étudiante ou l'étudiant aura vu les architectures parallèles modernes, aura acquis et appliqué une méthodologie de conception d’algorithme parallèle ainsi que les techniques d’analyse de performance des systèmes informatique parallèles. Architectures parallèles modernes : multi-cœurs, multiprocesseurs, grilles de calculs et multi-ordinateurs. Classification de Flynn des architectures parallèles : SIMD, MIMD, MISD et MIMD. Méthodologie de conception...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.776,352517,1 +ELE664,Communication numérique,"Au terme de ce cours, l'étudiante ou l'étudiant aura acquis des concepts et techniques en matière de transmission numérique et de circuits employés. Théorème de l'échantillonnage, modulation par impulsions codées PCM. Modulation par impulsions codées adaptives ADM, ADPCM. Mise en forme de signaux binaires. Études comparées des modes de modulation par impulsions sur porteuses sinusoïdales (ASK, FSK, PSK, DPSK, OPSK, MSK, MARY PSK, QAM, OFDM et étalement de spectre). Diagramme de...",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.776,350437,1 +GTI730,Aspects opérationnels des réseaux,"À la fin de ce cours, l’étudiant aura acquis les connaissances pratiques et théoriques nécessaires à l’ingénieur en TI : dernières technologies des réseaux de télécommunication; besoins et contraintes reliés à l’élaboration d’un réseau;modélisation, dimensionnement et gestion de réseau;intégration de la qualité de service dans les réseaux de télécommunications. Conception d’architecture réseau : rôle et fonctionnement des dernières technologies des réseaux de...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.776,352049,1 +MGC856,Assainissement des eaux,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’identifier les données et contraintes propres à la résolution d’un problème d’assainissement dans un contexte donné; de comparer des solutions en matière d’assainissement et de proposer une solution adaptée; de concevoir, sur la base de critères techniques et de contraintes législatives, un système d’assainissement de type centralisé ou décentralisé. L’eau, l’environnement et le développement...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.776,353216,2 +TEL141,Communications numériques et réseaux hertziens,"Au terme de ce cours, l'étudiante ou l’étudiant sera en mesure : d’interpréter les principaux paramètres entrant en jeu dans une communication hertzienne; de réaliser une liaison hertzienne performante. Concepts et techniques de transmission numérique point à point et réseaux de communications numériques. Théorème de l'échantillonnage, modulation par impulsion codée PCM, conversion analogique numérique. Transmission en bande de base, format de transmission et effet de bruit....",3,2024-11-02 01:50:21.504,2024-11-02 01:50:21.776,353998,1 +GPA142,Automates programmables: langages et mise en oeuvre,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de démontrer l’utilité des automates programmables dans l’automatisation industrielle et de concevoir des algorithmes d’automatisation de procédés. Acquisition des connaissances de base nécessaires à la conception d’algorithmes d’automatisation et à leur implantation dans des automates programmables. Apprentissage de la logique booléenne (fonctions logiques, algèbre booléenne, tables de Karnaugh et de...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.777,351483,1 +IND500,Bases de données distribuées modernes,"Ce cours vise à expliquer les technologies, la modélisation et l’utilisation des bases de données NoSQL. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : déterminer quand utiliser un type particulier de base de données ; identifier les exigences et les défis des bases de données en matière de performance et de fiabilité ; mettre en pratique les techniques d’extraction, de transformation et de compression de données pour charger de grandes quantités de...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,352293,1 +ENR815,Biocarburants et combustion,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de distinguer différents biocarburants gazeux et liquides ainsi que leurs principales méthodes de production. Appréhender l’influence des propriétés des biocarburants sur l’évaporation, la formation du mélange et la combustion; d’appliquer les notions de la théorie des flammes laminaires prémélangée et de diffusion; de calculer la vitesse de flamme laminaire à partir de mécanismes de réactions chimiques de...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,350764,2 +ELE682,Conception de systèmes numériques à haute vitesse,"Acquérir les notions et les concepts nécessaires à la réalisation de systèmes numériques haute vitesse, complexes et performants. Revue des différentes technologies permettant l'implantation de systèmes numériques. Analyse détaillée de leurs caractéristiques et spécifications : alimentations, puissance, environnement, vitesse et contraintes de commutation, interface. Revue des différents niveaux de composantes disponibles pour la conception de circuits complexes et performants....",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.778,350501,1 +MEC652,Conception des systèmes manufacturiers,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des connaissances et des moyens en vue d’optimiser la conception et la performance des systèmes manufacturiers. Types et principes de fonctionnement des systèmes manufacturiers : par produits, par procédés, ateliers flexibles et technologie de groupes. Localisation, aménagement et implantation des unités de production : approches conventionnelles et méthodes assistées par ordinateur. Études et mesures du travail :...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.778,352934,1 +GOL301,Conception et aménagement de systèmes industriels,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : procéder à la conception, à l’implantation et à l’amélioration des aménagements des ressources matérielles, des méthodes de manutention des produits et des services, des circuits utilisés par les objets manutentionnés; et d’exécuter une étude d’AMC (aménagement, manutention et circulation) selon l’approche conception et amélioration. Distinction entre logistique et distribution matérielle. AMC...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.779,351135,1 +CHM131,Chimie et matériaux,"Faire le lien entre la structure atomique de la matière et son comportement observable. Les objectifs propres à ce cours sont la compréhension de la structure de la matière, des lois régissant les comportements des solides, des liquides et des gaz et les mécanismes de réactions chimiques. Les notions théoriques sont complétées par la présentation de procédés industriels ou de phénomènes naturels. Grandeurs physiques et systèmes d’unités. Notion de procédé, bilan de...",4,2024-11-02 01:50:21.503,2024-11-02 01:50:21.779,349710,1 +ENV835,Écosystèmes urbains,"Se préparer à intégrer la protection de l’environnement et la santé humaine dans optique d'évolution responsable des infrastructures urbaines tenant compte du développement économique et du bien-être de la population. Sous forme d’études de cas et de jeux de rôles, les activités modulaires s’articulent autour de thématiques municipales telles que les réseaux (aqueduc, égouts, routes, etc.), les transports (individuels et collectifs) ou la gestion des matières résiduelles...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,350848,2 +CTN736,Conception intégrée de bâtiments durables,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de piloter, de planifier et de proposer des options de développement durable dans la conception et la construction des bâtiments; d’appliquer les méthodes de conception intégrée pour la planification et la réalisation de bâtiments durables dans un contexte d’équipe multidisciplinaire; de justifier les choix à la fois techniques et de gestion pour rencontrer les cibles environnementales et de performance d’un...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.780,350002,1 +CTN647,Conception routière,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser les diverses techniques et normes de conception et de construction routière afin de réaliser des axes routiers fonctionnels, esthétiques et sécuritaires; d’utiliser les notions essentielles afin d’analyser la capacité des routes; d’évaluer l’état et les besoins actuels et futurs en matière d’entretien ou de réhabilitation de chaussées; d’identifier les essais en laboratoire et en chantier...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.780,349928,1 +MGL846,Concepts et pratique des tests logiciels,"Fondements des tests logiciels : terminologie, questions clés des tests logiciels, relation des tests logiciels avec les autres activités du cycle de vie logiciel. Niveaux de tests : cibles des tests logiciels, objectifs des tests logiciels. Techniques de tests logiciels. Mesures des tests logiciels : évaluation des programmes testés, évaluation des tests effectués. Processus des tests logiciels : considérations pratiques des tests logiciels, activités des tests logiciels. Outils de...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,353262,2 +GCI411,Contrats de construction et obligations,"À la suite de ce cours, l’étudiante ou l’étudiant sera en mesure : •d’appliquer les obligations du Code civil du Québec dans ses relations contractuelles; •de discerner l’intensité des devoirs contractuels (garantie, moyens et résultat) dans un contrat; •de distinguer les différents mécanismes de protection pour un contrat d’adhésion; •de se référer aux décisions des tribunaux en cas de litige. Administration d’un contrat d’entreprise en fonction des...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,350918,1 +ELE275,Asservissements linéaires,"Au terme de ce cours, l'étudiante ou l'étudiant aura acquis les concepts de base des systèmes asservis linéaires, leurs réponses et techniques de conception ainsi que les concepts de base des systèmes de contrôle. Algèbre des blocs. Représentation des systèmes. Boucle ouverte et boucle fermée. Réponse des systèmes : régime permanent, régime transitoire, systèmes de premier et deuxième ordres, erreurs en régime permanent. Fonction de transfert des composantes de systèmes...",4,2024-11-02 01:50:21.502,2024-11-02 01:50:21.777,350265,1 +ENR840,Comportement des réseaux électriques,"Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure : de réaliser des études de base sur la planification de l'exploitation du réseau; d'identifier les différents moyens permettant de rencontrer les exigences de performance du réseau;d'analyser les différents comportements en régime permanent et transitoire. Structure d'un réseau électrique: production, transmission et distribution. Régime permanent et régime transitoire. Modélisation des composants: lignes,...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,350770,2 +LOG660,Bases de données de haute performance,"Ce cours présente des concepts avancés sur l'analyse, la conception et l'implémentation d'applications complexes utilisant des bases de données (BD) de haute performance en génie logiciel. Les thèmes abordés dans le cours comprennent la modélisation de relations complexes et la conception de BD relationnelles efficaces, les paradigmes de la persistance transparente et des BD non relationnelles, la gestion des données en mémoire et l'optimisation de la performance, la gestion des...",4,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,352523,1 +IND250,Conception de plateformes infonuagiques distribuées,"Ce cours vise à concevoir des plateformes infonuagiques à partir de patrons de référence. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : expliquer les fondements et les avantages d’une migration vers l’infonuagique; expliquer les différents défis reliés au déploiement et à la gestion des infrastructures infonuagiques; appliquer des patrons d’architecture infonuagique; caractériser les différents services selon leur fonction dans une architecture;...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,352269,1 +SST815,Bruit et vibrations en milieu industriel,L'exposition au bruit et à la vibration est présente dans beaucoup d'environnement industriel. Ce cours a pour but de permettre à l'étudiante ou l'étudiant d’acquérir les connaissances de base en acoustique et en vibration afin de comprendre et d'analyser l'exposition et les risques réels en fonction des données techniques et des mesures disponibles. Le cours est présenté en deux parties. La première partie aborde les notions relatives à l'exposition aux vibrations. La deuxième...,3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,353530,2 +GPA668,Capteurs et actionneurs,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’établir les spécifications complètes d’un système de capteurs et d’actionneurs incluant la chaîne de mesure et de contrôle; de déterminer les caractéristiques optimales en fonction d’une application particulière; de sélectionner les technologies de mesure et d’opération les plus appropriées. Caractéristiques d’un système de mesure : précision, résolution, répétabilité, temps de réponse,...",4,2024-11-02 01:50:21.503,2024-11-02 01:50:21.778,351627,1 +MEC738,Conception et analyse des assemblages,"Au terme de ce cours, l’étudiante ou l'étudiant apprendra les critères de conception et sera en mesure de les appliquer aux différents modes de défaillance des assemblages sous diverses conditions d’opération. À la fin du cours, l’étudiante ou l'étudiant sera en mesure : de concevoir et d’analyser des assemblages élancés ou à voiles minces pour en assurer la sécurité contre les flambages; d’identifier différents types de contraintes et leurs effets sur les modes de...",4,2024-11-02 01:50:21.505,2024-11-02 01:50:21.779,353020,1 +CTN783,Charpentes d’acier,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer les principes de base du calcul des charpentes d’acier; de vérifier les principaux éléments d’une charpente d’acier 1) selon les règles de calcul de la norme canadienne CAN/CSA S16, 2) à l’aide des tables du Handbook of Steel Construction, 3) à l’aide d’un logiciel de calcul des structures. L’acier et ses propriétés, pièces en traction, pièces en compression pure, pièces fléchies,...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.779,350127,1 +GPA788,Conception et intégration des objets connectés,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure de : concevoir des systèmes constitués d’éléments physiques connectés à des services infonuagiques; intégrer des modules de mise en forme du signal, d’acquisition et transferts de données; appliquer des techniques de traitement prédictif aux données enregistrées; générer des indicateurs de performance et des tableaux de bord. Microcontrôleur « open source » Arduino : caractéristiques matérielles et...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.780,351815,1 +MEC735,Conception intégrée des systèmes mécaniques dans les bâtiments,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’appliquer les principes du développement durable et de conception intégrée des bâtiments; d’analyser et concevoir les systèmes mécaniques dans les bâtiments; de modéliser et simuler les systèmes mécaniques; d’utiliser les logiciels de simulation énergétique. Charge de climatisation et de chauffage. Sélection des composants des systèmes CVCA (chauffage, ventilation et conditionnement d’air). Conception...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.780,353004,1 +ENR881-A24,"Conception, optimisation et gestion des sources d’énergies renouvelables dans un micro-réseau","A la fin du cours l’étudiante ou l'étudiant sera en mesure : de comprendre l’évolution de l’électronique de puissance dans le control de la compensation de la qualité de l’énergie, dans le transport de l’énergie et dans le control des vitesses des moteurs AC; d’identifier, d’analyser et de comprendre l’utilité des différents convertisseurs; modélisation mathématique des différents convertisseurs; de concevoir selon les conditions réelles d’exploitation, les...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,907795,2 +GPA305,Éléments de résistance des matériaux,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de résoudre les problèmes fondamentaux de résistance des matériaux. Rappel des notions de base de statique. Membrures en traction-compression : contraintes, déformation, propriétés élastiques. Propriétés des matériaux : rigidité, résistance, coefficient de Poisson. Arbre en torsion : contraintes et déformations angulaires. Poutres droites en flexion : diagramme de l'effort tranchant et du moment fléchissant,...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,351507,1 +ENR811,Énergies renouvelables,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de connaître les principales sources d’énergie renouvelable, leur histoire, leurs modes d’exploitation et leur déploiement actuel dans le monde; de réaliser des bilans énergétiques de base mis en oeuvre pour la captation et la conversion des énergies renouvelables; de modéliser simplement la production et la conversion d'énergies renouvelables; de comprendre les enjeux énergétiques mondiaux à travers la...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,350761,2 +MAT805,Compléments de mathématiques (profil génie mécanique),"Maîtriser la modélisation mathématique des systèmes et les notions de mathématiques avancées souvent rencontrées dans les publications scientifiques et méthodes numériques couramment utilisées pour résoudre les modèles mathématiques des systèmes. Modélisation mathématique des systèmes continus. Dérivation d'équations aux dérivées partielles. Classification des équations aux dérivées partielles : elliptique, hyperbolique et parabolique. Exemples d'applications physiques....",4,2024-11-02 01:50:21.504,2024-11-02 01:50:21.777,352704,2 +GPA685,Base de données,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis les concepts des systèmes de gestion de bases de données comme solution aux problèmes d’ingénierie : avantages, inconvénients, limites, environnement, contextualisation, cycle de développement, etc. Présentation des principaux modèles de structuration et d'organisation des données avec une attention particulière aux modèles entités-relations et relationnel tout en abordant des modèles complémentaires tels...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.777,351653,1 +BIM921-A24,BIM et GIS pour les infrastructures civiles,"Ce cours vise à initier l’étudiante ou l'étudiant à la gestion multi-échelle d’un projet de construction, et notamment d’une infrastructure. Pour cela, l’étudiante ou l'étudiant découvrira l’usage conjoint des Systèmes d’Information Géographique (SIG), et du Building Information Modeling (BIM) pour la conception et l’analyse de systèmes en génie civil (communément appelé CIM – pour Civil Information Modeling). Au terme de ce cours, l’étudiante ou l'étudiant...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,907780,2 +GTS620,Biomatériaux pour dispositifs médicaux,"Au terme de ce cours, l’étudiant aura appris à faire la sélection adéquate du matériau à utiliser comme composant d’un dispositif médical (prothèse, implant, greffe vasculaire, etc.). Il aura vu les biomatériaux sous un aspect pluridisciplinaire impliquant l’analyse de leurs propriétés mécaniques et physicochimiques en interface avec la biologie et la médecine. Introduction à la science des matériaux. Propriétés mécaniques, propriétés physiques et propriétés...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,352191,1 +MAT145,Calcul différentiel et intégral,"Au terme de ce cours, l’étudiante ou l’étudiant maîtrisera des notions de calcul différentiel et intégral utilisées dans les autres cours de mathématiques et dans les cours de génie. Analyse : généralités sur les fonctions de R dans R; calcul différentiel : limites, dérivée, dérivée des fonctions élémentaires, règles de dérivation, étude de graphe, optimisation, etc. Calcul intégral : intégrales indéfinies, méthode d'intégration, utilisation des tables, intégrales...",4,2024-11-02 01:50:21.503,2024-11-02 01:50:21.778,352623,1 +GOL491,Conception des systèmes d’information et forage de données,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de concevoir un système d’information dans le but de valoriser les données de l’entreprise. Description et analyse des systèmes d’information associés aux grandes et moyennes entreprises. Diagramme de fonctionnement des entreprises et analogie avec les diagrammes de flux et modèles conceptuels de données. Conception et architecture des systèmes informationnels. Définition des acteurs, des rôles et des entités....",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.778,351227,1 +GOL460,Chaînes logistiques et d’approvisionnement,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances de base en vue de concevoir des chaînes d’approvisionnement et la technologie sous-jacente pour faciliter leur fonctionnement. Définition d’un cadre pour la conception et l’analyse des chaînes d’approvisionnement : définition des entités de la chaîne d’approvisionnement, des phases décisionnelles et des processus majeurs, définition de la stratégie compétitive de l’entreprise et son impact...",4,2024-11-02 01:50:21.503,2024-11-02 01:50:21.779,351193,1 +ELE344,Conception et architecture de processeurs,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis une vue d'ensemble de l’architecture des processeurs dans un système ordiné et de la méthodologie de conception de processeurs dans les circuits intégrés programmables (FPGA). Familiarisation avec l’organisation et l’architecture des ordinateurs. Introduction au fonctionnement interne des calculateurs. Architecture et fonctions respectives des éléments essentiels d’un processeur : arithmétique des processeurs, modes...",4,2024-11-02 01:50:21.505,2024-11-02 01:50:21.779,350283,1 +MGC863,École d'été en sciences du climat,"Ce cours s’adresse aux étudiantes et étudiants de cycles supérieurs dont les travaux de recherche portent sur des questions relatives aux changements climatiques. Le cours vise à parfaire leurs connaissances en matière de science du climat et de changements climatiques. Au terme de ce cours, les étudiantes et étudiants seront en mesure de : définir les concepts de base de la climatologie; énumérer les notions et les concepts en sciences du climat utiles à l’analyse des impacts et...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,407639,2 +ENR860,Électrification des transports,"Au terme de ce cours l’étudiante ou l'étudiant sera en mesure de maîtriser et comprendre le principe de l’électrification des transports et son contexte politique et économique, d’utiliser les outils de simulation nécessaires pour concevoir et analyser les systèmes d’alimentation ainsi que l’infrastructure de fourniture et de stockage de l’énergie. Conception des différentes parties du système d’électrification de transport urbain. Identification et analyse des...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,350782,2 +TCH035,Électronique numérique,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. À la fin de ce cours, l'étudiante ou l'étudiant sera en mesure de concevoir et réaliser des circuits logiques combinatoires ou séquentiels numériques simples. Application de la logique combinatoire en utilisant les notions de variables et d’opérations logiques. Représentation de la logique combinatoire par des tables de vérité, l’algèbre de Boole et les tables de Karnaugh. Conception de circuits...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,353914,1 +BIM870,Construction 4.0 et BIM avancé,"Ce cours vise à sensibiliser les étudiantes et les étudiants au concept de la Construction 4.0; à approfondir les connaissances sur BIM par la personnalisation des logiciels via la programmation visuelle et l’exploitation des données (inclusivement par algorithmes de l’intelligence artificielle) et exploiter des objets connectés (IoT) et les mettre au service des processus de la conception, construction et opération d’un bâtiment ou infrastructure. Au terme de ce cours,...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,349700,2 +ENR830,Convertisseurs d’énergie,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure: de distinguer divers convertisseurs associés aux différentes sources d’énergies renouvelables; d’analyser le fonctionnement des convertisseurs statiques relié aux sources d’énergies renouvelables;d’analyser le fonctionnement des convertisseurs statiques s’interfaçant au réseau électrique; d’appliquer des techniques de commande pour l’optimisation du transfert d’énergie à partir des sources...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,350766,2 +QUA134,Assurance et systèmes de management de la qualité,"Au terme de ce cours, l’étudiante ou l’étudiant sera familier avec les normes et activités reliées à la démarche d'implantation des systèmes de management de la qualité. Introduction : définitions, objectifs et notions de base en assurance de la qualité. Normalisation : historique, systèmes et organismes de normalisation nationaux et internationaux, étude détaillée des normes ISO 9000. Démarche d'implantation : rôle de la direction, diagnostic qualité, documentation et...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.777,353458,1 +TCH055,Bases de données,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l’étudiant sera en mesure de décrire les principales composantes et fonctionnalités d’un système de gestion de base de données (SBGD), distinguer entre différents types de bases de données (ex : relationnelle, non relationnelle, objet, logique); comprendre et appliquer les principes fondamentaux de la normalisation; concevoir un schéma relationnel modélisant les...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,353950,1 +ELE749,Conception conjointe matériel-logiciel de systèmes numériques,"Acquérir des notions intégration-système pour la conception et la réalisation conjointe matériel-logiciel de systèmes numériques avancés. Éléments architecturaux des microprocesseurs haute-performance et unités de traitement graphique. Notions de bus informatique. Techniques d'accélération. Exécution spéculative. Superscalarité et multicoeurs. Systèmes numériques hybrides : processeurs multi-coeurs, circuits intégrés programmables et unités de traitement graphique. Jeux...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,350591,1 +GTS602,Conception d'orthèses et de prothèses,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances de base sur les orthèses, les prothèses et leur conception. Introduction, historique, terminologie et classification de prothèses et d'orthèses. Remplacement partiel ou total de membres et d’articulations. Introduction à la biomécanique reliée à la conception de prothèses et d'orthèses : aspects cliniques et mécaniques, biomatériaux, biocompatibilité. Objectifs et critères généraux de...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,352173,1 +GES828,Cadre juridique avancé pour ingénieurs en affaires,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser une problématique juridique et de concevoir des solutions pragmatiques, durables et innovatrices;d’intégrer dans sa pratique professionnelle les atouts, habiletés et compétences d’ordre juridique qu’il a progressivement acquis; de comprendre le rôle joué par le droit dans la conception et le développement de produits, les activités de transfert technologique et d’innovation ainsi qu’en matière...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.778,350982,2 +LOG450,Conception d’applications mobiles,"Ce cours introduit les étudiants au développement d’applications pour les appareils mobiles. Au terme de ce cours, les étudiantes et les étudiants seront en mesure de : concevoir, développer et déployer une application mobile; appliquer les patrons de conception spécifiques à la conception d’applications mobiles; maîtriser les outils de développement d’une application mobile; comprendre les enjeux reliés à la production d’une application mobile. Les sujets abordés incluent...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.778,352465,1 +ENM850,Chaîne d’approvisionnement et transformation numérique,"Ce cours vise à initier les étudiantes ou les étudiants aux concepts de planification de la chaîne d’approvisionnement numérique, sensibiliser les étudiantes ou les étudiants à l’importance de l'automatisation robotisée des processus (RPA), se familiariser avec l'architecture et les fonctionnalités des progiciels de gestion intégrée (ERP), initier les étudiantes ou les étudiants aux complexités technologiques entourant l'implantation des solutions de gestion de la chaîne...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.779,350751,2 +AER780,Dynamique du vol des engins spatiaux,"Au terme de ce cours, l’étudiant sera en mesure de : appliquer les principes de base de la dynamique, les lois de Newton et les lois de Kepler pour calculer la position d’un engin spatial dans son orbite, identifier les éléments orbitaux s’appliquant à un engin spatial, reconnaître différents types d’orbites autour de la Terre ou autre corps céleste, calculer le delta-V (changement de vitesse) nécessaire pour effectuer des manœuvres orbitales, reconnaître différents types de...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,912182,1 +PHY332,Électricité et magnétisme,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances élémentaires en matière d’électricité et de magnétisme de façon à pouvoir analyser et interpréter les phénomènes connexes qui y sont reliés. L'électrostatique et ses lois : charge électrique, champ, loi de Coulomb, potentiel électrique. Fondement de la théorie de l'électrostatique : polarisation, dipôle, loi de Gauss. Énergie électrostatique : charges ponctuelles, charges distribuées,...",4,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,353422,1 +ELE654,Électronique de puissance II,"Au terme de ce cours, l'étudiante ou l'étudiant sera familier avec le fonctionnement des hacheurs de courant et des convertisseurs à commutation forcée. Hacheurs et onduleurs. Principes de la commutation forcée. Hacheurs : couplage série, montage parallèle, récupération d'énergie. Onduleurs autonomes : onduleurs à deux thyristors en parallèle, onduleurs à deux thyristors en série, onduleurs en pont, onduleurs monophasés et triphasés. Principes de fonctionnement et applications...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,350421,1 +GOL504,Conseils et spécificités sectorielles,"Au terme de ce cours, l’étudiante ou l’étudiant sera sensible aux enjeux de base concernant le rôle du conseiller dans une démarche d’amélioration continue ainsi que les spécificités sectorielles et organisationnelles pouvant impacter une démarche d’amélioration. Notions de base du conseil (contrat psychologie, gestion des attentes, gestion des risques, organisation de la démarche). Pour chaque secteur : normes et lois, critères de performance et l’apport des technologies...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,351261,1 +ELE773,Éléments de robotique,"Au terme de ce cours, l'étudiante ou l'étudiant aura acquis les principes de base d'un robot à plusieurs axes et des parties électriques et électroniques des robots, soit actionneurs, variateurs et commande. Robots : classification, applications, composantes, systèmes de coordonnées, degrés de liberté. Modélisation, cinématique directe, cinématique inverse, génération des trajectoires. Profils de vitesse et d'accélération. Commande des robots : commande en chaîne ouverte,...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,350651,1 +SYS863-É25,Deep Generative Modeling: Theory and Applications,"Deep generative models have emerged rapidly as the state-of-the-art techniques for generating real-looking image and non-image data samples. Their applications comprise image editing, data augmentation (e.g., for enabling tumor classification in case of low data schemes in medicine), image translation, preserving privacy, and so forth. This course aims to familiarize students with different deep generative models including (but not limited to) Generative Adversarial Network (GAN) and...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,907932,2 +TCH013,Automates programmables et logique séquentielle,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l’étudiant sera en mesure : de programmer une séquence simple en GRAFCET; de programmer une séquence simple sur un automate programmable. Structure et composantes des systèmes automatisés. Analyse des problèmes d’automatisation par la logique combinatoire et séquentielle. Représentation des solutions par des circuits logiques et leur traduction en logique programmée...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.777,353860,1 +PGM110,Comptabilité et finances en maintenance,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser les notions de base de la comptabilité pour évaluer les impacts financiers, préparer un budget annuel, gérer des frais d’inventaire ou faire des prévisions; de réaliser des justifications économiques d’investissement; d’analyser des informations financières pertinentes à la maintenance. Terminologie comptable et financière. Principes de base de la comptabilité, de la comptabilité analytique, de...",2,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,353404,1 +CTN737,BIM et technologies de l’information dans la construction,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de comprendre les enjeux de l’industrie de la construction en matière d’utilisation des nouvelles approches technologiques, et de maîtriser les principes de base et leurs principales applications en construction. Il se familiarisera notamment à l’approche de modélisation des données du bâtiment (BIM) et sera capable de connaître les principales plateformes BIM utilisées pour l’ingénierie de la construction, de...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.777,350008,1 +GPA205,Conception de systèmes de production,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de développer des habiletés dans la conception des systèmes de production de biens. Définitions des systèmes manufacturiers : systèmes orientés procédés, systèmes orientés produits, équipements de fabrication, systèmes automatisés de manutention et de stockage (exemples : systèmes de véhicules guidés automatisés, robots, mobiles, systèmes de convoyeurs automatisés, carrousel, etc.), caractéristiques et...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,351489,1 +SDE887-A24,Calcul parasismique des bâtiments et des composants non-structuraux : des fondamentaux aux concepts avancés,L’objectif principal du cours est de familiariser les étudiantes et les étudiants avec les différentes méthodes d’analyse sismique des bâtiments et des composants non-structuraux. Les principes de la modélisation par éléments finis et de la stabilité des structures seront introduits. • Notions de base en dynamique des structures et en génie parasismique (1 cours) • Analyse dynamique des structures en réponse aux sollicitations sismiques (3.0 cours) Modélisation Spectres de...,3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.778,907912,2 +GPA755,Cellules de production robotisée,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de concevoir en équipe une cellule de production robotisée; d’intégrer différentes technologies d’automatisation et de robotique dans un environnement industriel. Connaissances générales : notions d’aménagement, concepts MES (Manufacturing Execution System) et lien ERP (Enterprise Resource Planning). Conception d’un environnement robotisé à partir d’un cahier de charges : étapes d'implantation d'un projet...",4,2024-11-02 01:50:21.503,2024-11-02 01:50:21.778,351695,1 +GES868,Changement et innovation,"L’objectif général du cours est de sensibiliser les étudiantes ou étudiants aux aspects humains dans un contexte d’innovation organisationnelle. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’intégrer les notions du comportement organisationnel au sein des organisations en tant qu’observateur et participant, ainsi que de contribuer positivement aux organisations afin de favoriser l’innovation et la transformation organisationnelles. À la fin du cours,...",3,2024-11-02 01:50:21.503,2024-11-02 01:50:21.779,351027,2 +MGC822,Conception et construction de bâtiments durables,"Ce cours vise à décrire les impacts environnementaux des bâtiments en général et à présenter différentes approches adoptées dans la conception et la construction de bâtiments durables afin de minimiser ces impacts. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de reconnaître les impacts environnementaux des bâtiments ; de proposer différentes options écologiques ; de préparer une analyse du cycle de vie de composantes du bâtiment; d’évaluer un bâtiment...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.780,353192,2 +ELE652,Électricité industrielle,"Au terme de ce cours, l'étudiante ou l'étudiant sera familier avec la distribution électrique et les divers types de relais et de protection. Planification d'un système électrique industriel. Sécurité, fiabilité. Choix de la tension. Effets attribuables à la variation de tension. Protection des transformateurs, des moteurs, des câbles. Calcul des courants de faute. Composants symétriques. Mesure du facteur de puissance, normes relatives aux condensateurs. Harmoniques et transitoires....",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,350403,1 +ELE355,Électronique de puissance I,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : comprendre le fonctionnement des sources, redresseurs et onduleurs utilisés pour alimenter les équipements électriques de types résidentiels et industriels. Caractéristiques des composants réactifs (condensateurs, inductances) et semi-conducteurs de puissance (diodes, thyristors, Mosfet, Igbt, Gto). Étude des différents montages redresseurs à diodes avec et sans isolation galvanique. Redresseurs réversibles et non...",4,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,350293,1 +GPA210,Éléments de fabrication mécanique,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’appliquer les méthodes de la fabrication mécanique; d’analyser des dessins industriels; de préparer les gammes d’usinage des pièces mécaniques. Analyse de dessins d'ensemble et de définition. Tolérances dimensionnelles et géométriques selon les normes ISO et ANSI. Principe de la cotation fonctionnelle. Procédés d'obtention des bruts et procédés d'usinage. Choix des procédés de mise en forme et...",4,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,351495,1 +TCH040,Éléments d’usinage et métrologie dimensionnelle,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure de fabriquer, par usinage, un mécanisme comprenant plusieurs pièces de complexité moyenne. Techniques d’usinage conventionnel. Planification des gammes. Sélection des outils de coupe. Techniques de mesure des tolérances dimensionnelles Utilisation sécuritaire des machines-outils. Techniques d’usinage des pièces suivant les spécifications...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,353920,1 +MEC671,Design conceptuel des aéronefs,"S’initier au domaine de l'aéronautique, à la mécanique du vol et aux diverses composantes d'un avion : aile, fuselage, systèmes hydrauliques, éléments de contrôle, leur rôle et leurs interactions. Analyser les performances d'un avion en régime de croisière et lors du décollage et de l'atterrissage. À la fin du cours, l’étudiante ou l'étudiant sera en mesure: d’utiliser les étapes du design conceptuel pour concevoir un avion; d’identifier les différentes composantes d'un...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,352952,1 +GPA783,Asservissement numérique en temps réel,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’appliquer les principes de la commande par ordinateur; de concevoir des contrôleurs en temps réel par des techniques numériques. Fonctionnement et modélisation des convertisseurs de type numérique à analogique, de type analogique à numérique et des encodeurs de position. Théorème d'échantillonnage et bloqueur d'ordre zéro. Analyse des systèmes d’asservissement échantillonnés. Fonctionnement des...",4,2024-11-02 01:50:21.502,2024-11-02 01:50:21.776,351781,1 +GPA725,Conception assistée par ordinateur de composants aéronautiques,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’appliquer les notions avancées en conception assistée par ordinateur (CAO); d’utiliser efficacement les outils de CAO pour concevoir des systèmes mécaniques complexes; de résoudre les problèmes propres aux projets d’implantation industrielle d’outils de CAO. Vocabulaire de l’aéronautique. Historique de la CAO en aéronautique. Rôle de la CAO dans le processus de conception. Impact de l’évolution des...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,351665,1 +MEC628,Conception de systèmes à fluide sous pression,"Au terme de ce cours, l’étudiante ou l’étudiant comprendra le fonctionnement des composants des systèmes hydrauliques et pneumatiques et sera en mesure de concevoir un système à fluide sous pression. À la fin du cours, l’étudiante ou l'étudiant sera en mesure : d’appliquer les principes de mécanique des fluides à des systèmes hydrauliques et pneumatiques;de décrire le fonctionnement des composantes de base des systèmes hydrauliques et pneumatiques;d’analyser des systèmes...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.777,352902,1 +GOL717,Conception de systèmes prédictifs pour l’entreprise,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure de concevoir des systèmes prédictifs destinés aux entreprises de production de biens et services. L’environnement moderne de production exige des solutions qui anticipent l’évolution du marché tout en identifiant les paramètres qui contribuent à l’amélioration de la productivité. Les systèmes prédictifs permettent la prédiction des résultats futurs en évaluant des ensembles de données historiques et...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.778,351429,1 +GOL651,Conception d’outils d’aide à la décision,"Au terme de ce cours, l’étudiante ou l’étudiant sera familier avec la conception des outils d’aide à la décision appliquées au génie des opérations et de la logistique. Présentation des concepts des composants des outils d’aide à la décision, incluant les systèmes de gestion de bases de données et le développement d’applications informatiques sous l’aspect de solutions aux problèmes reliés aux opérations et à la logistique : avantages, inconvénients et limites,...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.778,351343,1 +AER770,Conception et analyse des véhicules spatiaux,"Au terme de ce cours, l’étudiant sera en mesure de : choisir les matériaux appropriés pour une mission spatiale, établir des équations de bilan thermique pour un vaisseau spatial, décrire un système de contrôle thermique et son fonctionnement, définir les exigences thermiques (fonctionnement, survie), et exécuter des analyses thermiques pour les cas critiques. Modes dominants du transfert de chaleur dans la conception des engins spatiaux (rayonnement, conduction), résistance de...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.779,912178,1 +ENV810,Dynamique des systèmes environnementaux,Se préparer à aborder des problématiques environnementales complexes sous l’angle des interactions entre les sous-systèmes composant l’environnement construit et la pratique du génie de l’environnement dans une optique de transdisciplinarité. Comparaison de la terminologie et des concepts reliés aux systèmes dans les différentes disciplines des sciences à ceux liés à la pratique du génie de l'environnement. Étude des concepts holistiques de la dynamique des systèmes...,3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.779,350840,2 +ELE312,Électromagnétisme,"Au terme de ce cours, l'étudiante ou l'étudiant sera familier avec les concepts et les quantités physiques permettant de calculer les valeurs fondamentales. Loi de Coulomb. Champ électrique à charge ponctuelle et à distribution de charges. Loi de Gauss et ses applications. Potentiel électrostatique. Équations de Laplace et de Poisson. Méthode des images. Conducteurs. Diélectriques et polarisation. Courant électrique et lois de Kirchhoff. Champ magnétique. Force de Lorentz. Loi de...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,350273,1 +MEC525,Conception vibratoire et dynamique des structures,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les principes fondamentaux de la conception de structures soumises à des excitations dynamiques, les principes d'isolation des machines et d'amortissement des vibrations. Il sera initié aux techniques de mesures vibratoires. A la fin du cours, l’étudiante ou l'étudiant sera en mesure: de faire la modélisation simplifiée de systèmes dynamiques complexes; de simuler numériquement la dynamique des systèmes avec Matlab,...",4,2024-11-02 01:50:21.506,2024-11-02 01:50:21.780,352800,1 +CTN734,"Éléments de chauffage, ventilation et climatisation","Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer le fonctionnement général des systèmes de chauffage, ventilation et air conditionné; de sélectionner des options pour la conception préliminaire de certaines composantes; d’analyser la consommation énergétique du bâtiment d’une manière préliminaire; de planifier et estimer tous les éléments nécessaires pour les étapes préliminaires de la construction. Introduction à la conception et à...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,349988,1 +GIU805,"Contexte légal, institutionnel et sociopolitique de la ville","À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure d’expliquer le fonctionnement de l’appareil municipal et d’exécuter son mandat dans un environnement juridique et administratif complexe dans une perspective globale de saine gestion des fonds publics et de reddition de compte. Rôle de l’ingénieur municipal dans l’univers légal, institutionnel et sociopolitique complexe de la ville. Base légale d’existence de la ville. Règles régissant l’octroi des...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,351091,2 +ENR855,Énergie hydraulique,"Ce cours vise à : - faire connaître la ressource hydraulique, son potentiel et sa place dans le bilan énergétique; - initier les étudiantes ou les étudiants à la conception des turbines hydrauliques et au contexte du développement d’un projet hydroélectrique; - optimiser les paramètres de dimensionnement d’une turbine hydraulique et étudier son impact sur la centrale; - permettre aux étudiantes et aux étudiants de maîtriser les paramètres d’optimisation pour un...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,350778,2 +SYS839,Entraînements électriques,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure: d’identifier et analyser le principe de fonctionnement des différents types de machines électriques en vue de leurs utilisations comme moteurs ou génératrices;d’analyser le principe de fonctionnement et de concevoir les différents types de convertisseurs statiques utilisés pour l’alimentation des machines électriques à vitesse variable;d’analyser le fonctionnement des différentes associations...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,353748,2 +AER650,Conception et ingénierie des systèmes basées sur le modèle,"Au terme de ce cours, l’étudiant sera en mesure de : expliquer comment spécifier un système en utilisant une combinaison de texte et de modèles, identifier le modèle le plus adapté au contexte des exigences qu’il souhaite représenter, décrire les atouts et les limites des formats de modèle qu’il a choisis, modéliser et spécifier des systèmes complexes à l’aide de modèles de différents types et d’éléments textuels correctement formatés, comprendre et utiliser les...",3,2024-11-02 01:50:21.505,2024-11-02 01:50:21.780,912134,1 +MGC840,Conception et réhabilitation des chaussées,"Acquérir les concepts fondamentaux en matière de conception et de réhabilitation des chaussées. Méthodes de calcul structural, comportement rhéologique des enrobés bitumineux, caractérisation des matériaux et impact du climat en conception des chaussées. Outils scientifiques et économiques de sélection des interventions de réhabilitation. Éléments de conception et de réhabilitation. Méthodes de calcul de la réponse structurale de la chaussée. Limites des théories...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.780,353206,2 +MGA900-H25,Conception préliminaire d'un système hydraulique d'avion de ligne,Cette étude de cas est proposée par Gustave Nfonguem (PhD) qui est spécialiste en ingénierie des systèmes chez Lockheed Martin Canada (Rotary & Mission Systems). L’étude de cas sert à définir et valider une architecture optimisée pour un système de génération et de distribution de la puissance hydraulique pour un avion de ligne. Ce projet de conception préliminaire intégrera en particulier des pompes électriques de nouvelle génération. L’architecture développée par...,3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.780,907868,2 +CTN112,Éléments de construction de bâtiment,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de comprendre le rôle des divers professionnels impliqués dans un projet de construction; d’évaluer les différentes contraintes d’un projet de construction; de proposer des concepts adaptés à la réglementation en vigueur et aux conditions spécifiques d’un projet; de proposer des solutions incluant les nouvelles tendances dans le domaine. Introduction à l’architecture. Notions de programmation fonctionnelle....",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,349782,1 +CTN114,Éléments de matériaux de construction,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de réaliser différents essais de laboratoire sur les granulats, les sols, le béton, le bitume et les enrobés; de vérifier des essais de laboratoire effectués par d’autres sur les granulats, les sols, le béton, le bitume et les enrobés; de calculer le dosage d’un béton et d’un mortier; de formuler un enrobé. Initiation aux notions de granulats, mécanique des sols, béton, bitume et enrobés utilisés en...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,349784,1 +GES835,Créativité et innovation,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’augmenter son potentiel de créativité et celui d’une équipe; de communiquer ses idées de façon convaincante. Attitude et climat. Psychologie de l’acheteur. Créativité technique et de processus d’affaire. Créativité individuelle et en équipe. Résolution créative de problèmes. Gestion d’un environnement créatif. Évaluation des solutions. Culture de l’innovation. Effet sur l’entreprise. ",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,350987,2 +MTI820,Entrepôts de données et intelligence d’affaires,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’analyser les besoins d’une organisation en intelligence d’affaires; de spécifier les exigences d’un entrepôt de données; de modéliser, concevoir, réaliser, et administrer un entrepôt de données. Revue des concepts SQL2; interface entre SQL et un programme (SQLJ, SQL-PSM, JDBC, DBMS_LOB); modélisation, conception, réalisation, réalisation et administration d’un entrepôt de donné. Éléments d’un...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,353322,2 +CTN735,Environnement et bâtiments durables,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’évaluer les impacts environnementaux des bâtiments; de proposer des options de développement durable dans la conception et la construction des bâtiments. Introduction aux impacts environnementaux des bâtiments et de leur construction. Constat environnemental du milieu bâti. Évaluation des impacts environnementaux des bâtiments sur les ressources, l’eau et l’air. Impact du milieu urbain et du choix du site....",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.783,349996,1 +MEC761,Essais mécaniques et contrôle non destructif,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis les notions de base et sera familier avec les diverses techniques de contrôle non destructif afin de pouvoir en évaluer les performances et les limitations. À la fin de ce cours, l'étudiante ou l'étudiant sera en mesure  : d'appliquer les principes physiques à la base des différentes méthodes de contrôle non destructif abordées de façon à pouvoir en évaluer les performances et les limitations; de faire la sélection,...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.783,353093,1 +BIM880,Fabrication numérique et construction hors-site,"Préparer les acteurs de l'AECO à la transformation numérique de l'industrie. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de décrire la théorie du processus de la production; d’utiliser différents types de robots pour la construction; de réaliser un design pour la construction robotisée; de différencier les types de préfabrication (Offsite manufacturing, Modular construction, etc.) et les contextes favorables à leur utilisation; de comprendre l’impact de la...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,349702,2 +MEC733,Gestion d'énergie dans les bâtiments,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des notions sur l'efficacité énergétique des bâtiments et sera en mesure de choisir les mesures d'économie d'énergie appropriées et de déterminer leur impact sur la consommation d'énergie. À la fin du cours, l’étudiante ou l’étudiant sera en mesure : d’appliquer les principes d’audits énergétiques des bâtiments; de modéliser des bâtiments avec leurs systèmes CVCA (chauffage, ventilation et...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.786,352996,1 +GCI500,Gestion des travaux de construction,"À la suite de ce cours, l’étudiante ou l’étudiant sera en mesure : de mettre en pratique les connaissances acquises en gestion de projets par l'étude et l'analyse d'un projet réel. Analyse et intégration des notions de planification, contrôle, estimation et organisation sur la base de l'analyse d'un projet réel. Notions relatives au rôle du chargé de projet, à la tenue des réunions de chantier, aux relations contractuelles et personnelles ainsi qu'à l'impact des moyens de...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.787,350932,1 +GES881-A24,Gouvernance et gestion des données,"Ce cours vise à doter les étudiantes et étudiants des connaissances clés en gouvernance et gestion des données nécessaires pour comprendre les aspects, les principes et les enjeux principaux entourant la valorisation des données dans les entreprises. Le cours couvre les sujets fondamentaux en lien avec la gouvernance et la gestion des données, deux sujets au cœur de la transformation numérique. Considérant l’étendue des sujets à couvrir, une perspective intégrative sera...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,907817,2 +ENR859,Efficacité énergétique,"Ce cours vise à comprendre l’enjeu des mesures d’économie d’énergie appliquées aux bâtiments et à certains procédés énergétiques. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de quantifier les économies d’énergie et de déterminer leur impact sur l’efficacité énergétique. Rappel sur les systèmes électromécaniques dans les bâtiments : systèmes CVCA (chauffage, ventilation et conditionnement d’air), systèmes de conversion d’énergie,...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,350780,2 +LOG121,Conception orientée objet,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de concevoir des systèmes orientés objet en appliquant des principes et heuristiques de base d’une bonne conception;d'analyser des problèmes de conception;de choisir et d’appliquer des patrons de conception. Conception orientée objet : identification des objets, modélisation des objets et de leur interaction, notions de cohésion d’un objet et de couplage entre objets. Patrons de conception : compréhension des...",4,2024-11-02 01:50:21.506,2024-11-02 01:50:21.780,352405,1 +TCH030,Électrotechnique,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure de manipuler les composants de base de systèmes à courant alternatif monophasés et triphasés dans le but d’expliquer le fonctionnement de ces systèmes. Manipulation sécuritaire des instruments de mesure en courant alternatif (voltmètre, ampèremètre, wattmètre, etc.). Valeur moyenne, valeur efficace, fréquence et phase. Diagramme de...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,353902,1 +CTN100,Éléments de gestion de projets de construction,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier les différents éléments qui caractérisent la culture de l’industrie de la construction ainsi que les différents intervenants pouvant être impliqués dans un projet de construction; d’analyser l’impact des différents environnements sur le déroulement d’un projet; d’évaluer l’importance des équipes multidisciplinaires en gestion de projets; d’utiliser les différents outils de gestion...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,349770,1 +ENT800,Création d'une entreprise scientifique et technologique,"Ce cours vise à familiariser les étudiants et étudiantes au processus de création d’une entreprise et à évaluer les principaux éléments qui conduisent à l’activité entrepreneuriale. Au terme de ce cours, l’étudiant ou l’étudiante sera en mesure de : identifier les caractéristiques et le rôle de l’entrepreneur technologique ainsi que la place qu’il ou qu’elle occupe au sein d’une jeune pousse (start-up); valider son projet de recherche scientifique ou technologique;...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,398729,2 +GES880-A25,Entrepreneuriat : modèles et outils,"Ce cours vise à doter les étudiantes et étudiants des connaissances et compétences nécessaires pour évoluer dans le monde de l’entrepreneuriat après avoir achevé la phase initiale d'exploration des opportunités. Au cours des séances, ils plongeront dans les concepts fondamentaux, les modèles et les outils essentiels à la construction d'entreprises prospères. Le cours permettra d’introduire les grands modèles et outils de l’entrepreneuriat, notamment : la conception de...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,907814,2 +PRE011,Développement professionnel et initiation à la santé et sécurité au travail,"Volet 1 : Développement professionnel et stages Cette activité vise à expliquer les principes d’un stage; à outiller l’étudiante ou l’étudiant pour le stage; à réfléchir à son développement professionnel. Au terme de cette activité, l’étudiante ou l’étudiant sera en mesure de : connaître les ressources du Service de l’enseignement coopératif, les règlements, le code d’éthique, l’organisation de stages, les méthodes de recherche de stage; comprendre le marché...",1,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,353444,1 +CTN768,Domaines émergents en génie de l’environnement,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de mettre en contexte, dans sa pratique du génie, les problèmes émergents en génie de l’environnement et les solutions techniques envisageables pour y faire face. Cours offert sous la forme de modules axés sur des domaines émergents de pointe en génie de l’environnement. Les modules développés peuvent toucher le transport vert, l’impact des changements climatiques en génie de la construction, la mise en valeur...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.783,350077,1 +MEC755,Gestion de projets industriels avancée,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des connaissances et des habilités sur la gestion d’un projet d’ingénierie de moyenne envergure en utilisant certaines méthodes spécifiques à la gestion et à l’analyse financière de projet. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : de participer à la planification et à la gestion du contenu, des délais et de l’échéancier d’un projet de moyenne envergure; de présenter une...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.783,353068,1 +SYS816,Fabrication additive de composants à forte valeur ajoutée,"Ce cours vise le développement des connaissances sur les procédés de fabrication additive (FA). La FA est une méthode de fabrication par ajout de matière de composants en métal, en polymère, en céramique ou en composite directement à partir d’un fichier numérique et dans une forme presque-finale, ce qui augmente les performances, réduit les délais de commercialisation et diminue l’empreinte écologique. Ces composants à forte valeur ajoutée sont le plus souvent destinés pour...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,353716,2 +IMM100,Fondements et immobilier,"Ce cours vise à familiariser l’étudiante ou l'étudiant avec les principaux aspects de la gestion immobilière et à lui donner une vision globale de la pratique de celle-ci, en apportant une attention particulière aux éléments les plus critiques affectant un bien immobilier. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de nommer les principaux intervenants et leurs rôles dans le domaine immobilier; de décrire les responsabilités du gestionnaire immobilier; de...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,352233,1 +GES864,Gestion du démarrage d’un projet d’innovation technologique,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser des outils et méthodes d’établissement de processus plurifonctionnels et de gestion d’équipes multidisciplinaires;de créer une démarche systématique de planification du déroulement d’un projet d’innovation technologique;de gérer les diverses phases du démarrage et d’établir l’ensemble des ressources requises à chaque phase;d’évaluer les diverses incertitudes et risques des étapes pour...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.787,351019,2 +LRC105,How to Change the World (hors programme),"Ce cours interdisciplinaire vise l’acquisition et la mise en commun de connaissances et compétences dans le but de trouver des solutions pour répondre aux enjeux mondiaux de durabilité. Au terme de ce cours, les étudiantes et étudiants seront en mesure d’estimer de quelle manière leur spécialisation en ingénierie peut avoir un impact positif en termes de durabilité; de collaborer avec des collègues d’autres disciplines ainsi qu’avec des intervenants et des experts en vue de...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.788,352605,1 +GPA667,Conception et simulation de circuits électroniques,"Au terme de ce cours, l’étudiante ou l’étudiant aura vu les différentes étapes du processus de design en électronique ainsi que les avantages et les inconvénients inhérents à un système de CAO. Processus de design : capture du schéma, simulation, corrections éventuelles, mise en boîte du circuit, placement des composantes, tracé du circuit imprimé, vérification des masques, corrections des masques et du schéma. Création de symboles et de pièces. Corrections du schéma...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.780,351619,1 +TCH033,Électronique analogique,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure de concevoir et réaliser des circuits électroniques analogiques simples. Définition et mesure des paramètres d’un signal analogique : amplitude, fréquence et période. Calcul de la valeur moyenne et de la valeur efficace des signaux. Calcul de l’impédance et l’admittance des circuits résonnants RLC série et parallèle. Analyse des...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.780,353908,1 +LOG210,Analyse et conception de logiciels,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : de maîtriser et appliquer des patrons de conception logicielle;de concevoir un logiciel orienté objet en appliquant un ensemble de principes et des méthodes heuristiques de génie logiciel; de réaliser un logiciel en suivant un processus itératif et évolutif incluant les activités d'analyse et de conception par objets. Méthodes et techniques de modélisation orientés objet, langage de modélisation, cas...",4,2024-11-02 01:50:21.501,2024-11-02 01:50:21.570,352413,1 +GES895,Concepts fondamentaux en finance,"Ce cours vise à comprendre les concepts fondamentaux en finance pour prendre des décisions impliquant directement ou indirectement le milieu financier. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : expliquer les principaux rouages des mécanismes d’opérations et d’intermédiation financières; décrire les principes clés de la gestion financière et des marchés dans un contexte technique; lier les opérations à la prise de décision financière. Domaines de...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,748741,2 +MEC555,Analyse des contraintes,"Analyser et dimensionner les structures mécaniques de géométries complexes. Développer des aptitudes en modélisation et en analyse des contraintes. À la fin du cours, l’étudiante ou l'étudiant sera en mesure : d’identifier les types de structures et d’appliquer les théories qui leurs sont appropriées;d’évaluer les contraintes et déformations dans les structures complexes;de vérifier la tenue mécanique des structures complexes soumises à des chargements mécaniques et...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.570,352834,1 +MEC528,Éléments de machines,"Au terme de ce cours, l’étudiante ou l'étudiant aura analysé et conçu les éléments principaux de machines. Il aura aussi conçu un système mécanique simple. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : de sélectionner, d’analyser et de dimensionner des éléments de machines en fonction d’une application donnée; d’intégrer des éléments de machines à la conception détaillée d’un mécanisme. Les notions acquises dans ce cours seront utilisées...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,352808,1 +CTN771,Construction et dimensionnement des chaussées,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de calculer les déformations dans les différentes couches d’une chaussée flexible ou rigide; de dimensionner des chaussées flexibles, semi-flexibles et rigides selon des méthodes empiriques et mécanistiques-empiriques; d’évaluer divers scénarios d’entretien ou de réhabilitation de chaussées. Conception et construction des chaussées pour routes : infrastructures, sous-fondation, fondation, stabilisation des...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,350085,1 +CTN702,Contrôle et performance des projets de construction,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser les méthodes de planification pour des projets comportant une plus grande incertitude de réalisation; de déterminer le temps et le coût optimal pour l’exécution d’un projet; de déterminer rapidement l’état d’avancement des travaux et de prendre les mesures correctives qui s’imposent; d’utiliser les systèmes informatiques appliqués à la gestion de projets, notamment dans la phase...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,349942,1 +MGC922-É25,Contrôle non destructif des structures et des matériaux par propagation d’ondes mécaniques,"",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,909871,2 +QUA121,Contrôle statistique de la qualité,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les principes et techniques de contrôle statistique de la qualité et des procédés. Problématique de la qualité. Types de contrôle. Contrôle statistique du procédé : cartes de contrôle pour grandeurs mesurables (x, R) et (x, S), principes de fonctionnement, calcul des limites et interprétation des cartes; ajustement d'un procédé. Indices de capacité de procédés : Cp, Cpk, Cm. Cartes de contrôle par attributs (p,...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.781,353450,1 +PEP110,Encadrement de la profession et éthique professionnelle,"Cette activité vise à familiariser l’étudiante ou l’étudiant avec les responsabilités professionnelles de l’ingénieur, en particulier la protection du public. Présentation du système professionnel québécois, de l’Ordre des ingénieurs du Québec (en particulier les mécanismes de protection du public) et de l’encadrement légal de la profession (Loi sur les ingénieurs et le Code de déontologie). Introduction à l’éthique professionnelle et initiation à la démarche de...",1,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,353396,1 +ETH610,Enjeux éthiques de l’intelligence artificielle,"Ce cours vise à permettre l’acquisition de notions théoriques et pratiques entourant l’intelligence artificielle (IA). Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser un problème éthique lié à l’intelligence artificielle (IA) ainsi que les argumentaires courant dans les débats issus du développement de l’IA ; d’identifier les risques éthiques de l’IA pour les individus et les sociétés ; d’identifier les forces et les limites des...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,350872,1 +ETH300,Enjeux éthiques et environnementaux de l'informatique distribuée,"Ce cours vise à expliquer les enjeux éthiques liés à la prolifération des objets connectés et des systèmes informatiques distribués. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : comprendre les grands défis éthiques liés à la collecte et l’utilisation des données par les objets connectés, tant pour les individus que pour les sociétés ; évaluer les recommandations, les pratiques et les cadres éthiques pour guider le développement responsable de...",2,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,350866,1 +MGL804,Réalisation et maintenance de logiciels,Étudier le rôle de la réalisation et de la maintenance dans le cycle de vie du logiciel. Évolution et maintenance du logiciel. Méthodes propres à augmenter la durée de vie. Sélection de la méthode appropriée de réalisation. Prototypage. Mise au point. Gestion de la maintenance. Réutilisation et rétro-ingénierie des logiciels. Interaction entre réalisation et maintenance traitée tout au long du cours. ,3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,353246,2 +ENR801,Énergie : des notions fondamentales aux défis du 21e siècle,"Ce cours vise l’acquisition de connaissances clés sur les procédés, les équipements et les systèmes de technologies en énergie. Il en présente les perspectives historiques, sociales, économiques, humanitaires et environnementales. Ce cours est construit de manière à favoriser l’intégration d’activités, de procédés, d’équipements et de systèmes de technologies du technicien, de l’ingénieur et du scientifique en énergie liés aux besoins des communautés, des...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.781,350759,2 +GES836,Entreprendre sans idée préalable,"Ce cours vise à initier les étudiantes et les étudiants à un ensemble de méthodes et de démarches permettant de générer ou de repérer des occasions d’affaires susceptibles de donner naissance à une entreprise commercialement viable. Il vise également à familiariser les étudiantes ou les étudiants aux dimensions critiques d’un projet de lancement d’entreprise. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’expliquer les grands principes et les enjeux...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,350989,2 +MGC801,Enveloppe du bâtiment avancée,"Ce cours vise à appliquer les principes avancés s’appliquant à l’enveloppe du bâtiment. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : concevoir des systèmes d’assemblage de murs, de fenêtres, de toits et de balcons en utilisant les connaissances acquises en science du bâtiment notamment les codes, les normes, et les progrès récents en recherches appliquées et les bonnes pratiques en construction; identifier les concepts et les méthodes d’analyse...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,407637,2 +GIA602,Ergonomie et sécurité en milieu industriel,"Ce cours vise à initier les étudiantes ou les étudiants à analyser des problèmes de santé et de sécurité du travail, concevoir des moyens de prévention ou de correction, évaluer les risques résiduels d’un outil, d’un équipement, d’un procédé ou d’un poste de travail. Les thèmes abordés sont : les capacités et les limites d’un être humain au travail, les risques ergonomiques, les risques de sécurité du travail (physiques, mécaniques et électriques), les risques...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.783,351077,1 +IMM125,Gestion des actifs immobiliers,"Ce cours vise à familiariser les étudiantes et les étudiants avec les notions fondamentales de la gestion des actifs, laquelle inclue la gestion de la maintenance et la gestion du maintien des actifs. Il permettra à l’étudiant d’acquérir les éléments de base pour l’organisation et le contrôle des différentes fonctions de gestion. Diverses techniques analytiques de cette discipline seront abordées. Au terme de ce cours, l’étudiant sera en mesure : de distinguer les notions...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.784,352245,1 +GES862,Gestion des connaissances pour l’innovation,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier et de mettre en place des méthodologies de gestion des connaissances et des méthodologies de créativité-innovation les plus adaptées à son contexte industriel; de concevoir et de mettre en place une solution globale novatrice en s’appuyant sur la gestion des connaissances pour la créativité-innovation. Sur la gestion des connaissances : définitions de données, information, connaissances; rôles des...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.784,351015,2 +ENV881-A24,Gestion des matières résiduelles,"Le cours vise à permettre aux étudiantes et aux étudiants d’appréhender des défis et les opportunités liés à la gestion des matières résiduelles. À la fin de ce cours, les étudiantes et les étudiants seront en mesure de : maîtriser les bases relatives à la gestion des matières résiduelles; identifier les données essentielles à prendre en compte pour choisir un modèle de gestion des matières résiduelles; concevoir des ouvrages et des technologies de gestion des matières...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.785,907800,2 +GIU802,Gestion de projets d’infrastructures urbaines,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure de mettre en application les principes de base d’une bonne gestion de projet en tenant compte de toutes les dimensions du milieu urbain. Principes de gestion de projets. Planification des projets. Intégration des contraintes techniques des projets aux aspects socioéconomiques et environnementaux du milieu urbain. Gestion des risques. Maintien des services pendant la phase de réalisation des travaux. Études de cas.",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.786,351085,2 +GES881-É25,Gouvernance et gestion des données,"Ce cours vise à doter les étudiantes et étudiants des connaissances clés en gouvernance et gestion des données nécessaires pour comprendre les aspects, les principes et les enjeux principaux entourant la valorisation des données dans les entreprises. Le cours couvre les sujets fondamentaux en lien avec la gouvernance et la gestion des données, deux sujets au cœur de la transformation numérique. Considérant l’étendue des sujets à couvrir, une perspective intégrative sera...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,907821,2 +MGC853,Ingénierie du vent,"Ce cours vise à comprendre les effets de la charge du vent sur les structures et à simuler l’interaction fluide-structure. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : identifier les caractéristiques du vent dans la couche limite atmosphérique; établir les différentes charges et forces induites par le vent; évaluer l’interaction fluide-structure; définir les concepts de vibrations des câbles de pont; identifier les notions de base des études effectuées...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,407633,2 +GES800,Introduction à la gestion de projets d’ingénierie,"Ce cours vise à présenter les fondements de la gestion de projets, ses domaines de connaissances, ses différents processus et ses outils de gestion. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de décrire les intrants, les outils et techniques et les extrants des différents processus de tous les domaines de connaissances de la gestion de projets; de développer et d’utiliser des gabarits adaptés à leur environnement de projets; de planifier une saine gestion de...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.788,350944,2 +GES856,Intégration de l'intelligence artificielle dans les entreprises,"Ce cours vise à identifier les principaux défis auxquels les entreprises font face lors de l’adoption de nouvelles technologies, à déterminer les stratégies d’affaires et technologiques pour une transformation numérique des entreprises et à évaluer les retombées prévisibles. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de nommer les concepts fondamentaux des différentes technologies, dont l'intelligence artificielle; d’effectuer un bilan des possibilités...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.789,351009,2 +GPA325,Introduction à l'électronique,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des notions élémentaires d’électronique et de logique. Électronique : semi-conducteurs, théorie des diodes, circuits à diodes, diodes spéciales, transistors bipolaires, circuits de polarisation d'un transistor, amplificateurs à émetteur commun, à collecteur commun et à base commune, transistors à effet de champ et circuits intégrés. Logique : circuits logiques de base, circuits numériques combinatoires, circuits...",4,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,351515,1 +TCH007,Dessin technique pour l’ingénieur,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l’étudiant sera en mesure : d’interpréter des plans et dessins techniques; de dimensionner un dessin selon les règles de l’art; de produire un dessin technique en 2D et 3D, à la main et avec un logiciel de DAO. Techniques de représentation graphique 2D et 3D et utilisation des logiciels spécialisés. Bases du dessin technique. Projections orthogonales. Coupes et...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,353824,1 +CTN731,Enveloppe du bâtiment,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de décrire l’évolution des différents systèmes de l’enveloppe du bâtiment; d’identifier les phénomènes physiques et leurs impacts sur les différents systèmes de l’enveloppe du bâtiment en tenant compte des différentes réglementations en vigueur dans le secteur de la construction; d’évaluer les données du gradient de température afin de concevoir des systèmes de l’enveloppe du bâtiment tenant...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,349964,1 +DGA1095E,"Doctoral thesis, Applied Research profile",The doctoral thesis comprises an original research project with a defined or undefined subject that is carried out within the context of a joint project in industry. The work must lead to the advancement of knowledge in the engineering field. ÉTS encourages carrying out research projects within a company setting.,75,2024-11-02 01:50:21.506,2024-11-02 01:50:21.783,389331,3 +GES861,"Gestion des chaînes d’innovation mondiales : problèmes, modèles et outils","Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser les pratiques et les méthodes de recherche en gestion de l’innovation;de comprendre l’importance des facteurs intangibles tels que l’intuition, la vision, la créativité, et de développer des mesures de l’efficacité de diverses approches de gestion de ces facteurs intangibles;d’évaluer les systèmes de gestion de l’innovation de façon dynamique, dans l’action, pour en améliorer toutes les...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.784,351013,2 +GES871,Financement des projets internationaux d'ingénierie,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’appliquer les méthodes d’analyse des devis techniques et financiers des projets internationaux d’ingénierie; d’exécuter un programme d’analyse et de réduction des risques inhérents à la réalisation de projets internationaux; de proposer différents modèles de montages financiers;d’utiliser les techniques de base de l’ingénierie financière internationale. Analyse de faisabilité et de viabilité...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,351031,2 +SST801,Gestion de la santé et de la sécurité en entreprise,"Apprendre à gérer efficacement dans l'entreprise les différentes activités de la fonction SST (santé et sécurité au travail) et à intervenir comme agent de changement. Intégration de la fonction SST dans l'entreprise : les différents niveaux de gestion (stratégique, fonctionnel et opérationnel), les relations avec les autres fonctions. Organisation de la fonction SST. Gestion générale d'un service de SST. Relations avec les principaux organismes en SST. La SST et les mécanismes...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.786,353524,2 +GES818,Gestion du risque financier,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : de comparer différentes stratégies permettant d’évaluer le risque financier;d’appliquer une approche intégrée de gestion du risque financier. Utilité de la gestion des risques. Faits stylisés, rentabilité des actifs. Volatilité des prévisions. Estimation de modèle de volatilité. Évaluation de modèles de volatilité. Utilisation de données à haute fréquence pour prévoir la volatilité. Indice VIX et la...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.787,350964,2 +GTS501,Ingénierie des systèmes humains,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des connaissances relatives aux systèmes physiologiques du corps humain tels le système neuromusculosquelettique ou le système vasculaire, par une présentation de leur structure et de leurs mécanismes de fonctionnement. Systèmes physiologiques vus comme systèmes régulateurs et intégrateurs d’information. Évaluation des différentes parties de ces systèmes. Défectuosités pouvant survenir. Travaux pratiques visant à...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.787,352143,1 +LOG725,Ingénierie et conception de jeux vidéo,"Ce cours qui se concentre sur l’ingénierie vise à :Permettre à l’étudiante ou à l'étudiant d’analyser et de concevoir des jeux vidéo et de leurs architectures;Comprendre les enjeux reliés à la production d’un jeu vidéo. Historique du jeu vidéo, cycle de développement d’un jeu, gestion de projet et processus de développement, gestionnaire de version, fondement d’une architecture pour engin 3D, concepts de physique et de mathématiques, librairies optimisées pour le...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,352567,1 +ELE796,Ingénierie infonuagique,"Ce cours prépare les étudiantes et les étudiants à acquérir des connaissances de pointe dans l'ingénierie, la gestion, la planification des nuages informatiques, la conception et l’architecture des applications hébergées dans l’environnement infonuagique, ainsi que des enjeux et des solutions dans la conception et l'exploitation des centres de données. Théorie de la virtualisation et techniques de dématérialisation de serveurs et de réseaux. Concepts de l'infonuagique....",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,350717,1 +PHY144,Introduction à la physique du génie (hors programme),"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances de base en physique mécanique, essentielles à une bonne compréhension des cours de sciences et d'ingénierie de l'ÉTS. Système international d’unités. Notions de scalaire et vecteur. Notions de force, équilibre de translation des particules. Notions de moment de force, équilibre de rotation d'un corps rigide. Cinématique de translation : paramètres linéaires, équations du mouvement rectiligne...",4,2024-11-02 01:50:21.514,2024-11-02 01:50:21.790,353416,1 +GTI650,Introduction à l'information quantique,"Ce cours vise à introduire les étudiantes et les étudiants à l’information quantique. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : comprendre les notions de bases de l’information quantique ; décrire le fonctionnement d’algorithmes quantiques simples et de protocoles de communication quantiques élémentaires ; calculer l’évolution de l’état de qubits dans un circuit quantique ; calculer les probabilités de mesure ; calculer l’intrication....",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,351989,1 +ELE798,Laser et optique appliquée,"S’initier aux principes fondamentaux et aux applications des sources lasers, des instruments d’optiques et optoélectroniques associés à la détection de la lumière avec un accent sur les applications. Principes de base du laser : milieu amplificateur, pompage, cavité, propriété de la lumière laser. Optique : nature et propagation de la lumière, transmission de la lumière, réflexion et réfraction d'ondes planessphériques. Lentilles minces et épaisses. Interférences,...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,350725,1 +PRE811,Développement de carrière aux cycles supérieurs (hors programme),Volet 1 : Développement professionnel En ligne et comportant des rencontres individuelles et de groupe obligatoires. Cette activité vise à familiariser l’étudiante ou l’étudiant avec les principes des stages industriels aux cycles supérieurs. Ressources offertes par le Service de l’enseignement coopératif. Règlements relatifs aux stages industriels aux cycles supérieurs. Système de consultation des stages. Mécanismes menant à l’obtention d’un stage. Personnalité :...,2,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,353448,2 +IND280,Développement multiplateformes,"Ce cours vise à créer des applications distribuées pouvant s’exécuter sur des plateformes matérielles et logicielles hétérogènes. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : décrire les principales technologies sous-tendant la réalisation d’applications multiplateformes ; appliquer les techniques de conception, de développement, de déploiement et de tests propres à la réalisation d’applications multiplateformes ; considérer les différentes...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,352277,1 +GES873,Équipes virtuelles et environnements d’ingénierie globale,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’établir la structure d’équipes virtuelles pour la réalisation de projets à délocalisation multiple; d’implanter des solutions de collaboration technologiques efficaces; d’intégrer à sa pratique les concepts de base de l’ingénierie globale; d’intégrer à sa pratique les variables de gestion et de fonctionnement des environnements pluriculturels. Contexte industriel et commercial des environnements...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.783,351035,2 +MGC835,Évaluation des chaussées,"Acquérir les concepts fondamentaux de l’évaluation des chaussées et les appliquer au management des infrastructures routières, techniques et méthodes d'évaluation et de diagnostic des chaussées. Introduction au management des infrastructures, concepts, buts, critères, méthodes et équipements d'évaluation des chaussées, données requises, types et mécanismes de dégradation des chaussées. Évaluation visuelle. Évaluation de la capacité structurale : équipements, méthodes de...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,353202,2 +MGL801,Exigences et spécifications de systèmes logiciels,S’initier à l’ingénierie des systèmes. Modèles de processus des exigences logicielles. Intervenants dans le processus des exigences logicielles. Support et gestion du processus des exigences logicielles. Qualité et amélioration du processus des exigences logicielles. Sources des exigences logicielles. Techniques d’explication des exigences logicielles. Classification des exigences logicielles. Modélisation conceptuelle. Conception architecturale et allocation des exigences...,3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,353242,2 +GES825,Fondements du droit et enjeux juridiques contemporains,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de définir les principes fondamentaux et les concepts du droit québécois et d’en mesurer la relation avec la réalité sociale;d’expliquer les méthodes et les habiletés inhérentes à l’application du droit dans un contexte d’ingénierie des affaires. Naissance du droit. Règle de droit. Sources du droit. Notions de droit public et de droit privé. Droit des affaires. Droit de la concurrence. Droit des affaires...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,350976,2 +GCI800,Gestion de projets de construction en BIM,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : •d’avoir une vue d’ensemble des utilisations du BIM pour un projet de construction et de son impact sur les processus; •de répondre aux exigences contractuelles concernant BIM et de développer des documents contractuels par rapport au BIM pour le projet; •d’exploiter un modèle BIM pour en extraire des informations, d’utiliser une plateforme de partage d’information sur le Cloud, et de se servir du BIM...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.786,350940,1 +QUA151,Gestion et techniques d'inspection,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les principes et les techniques de l'inspection et se sera familiarisé avec les aspects humains, technologiques et économiques de cette fonction. Introduction : définitions, rôle et importance de l'inspection. Spécifications : types, formes, contenus, interprétation. Planification de l'inspection : étapes, plans, points d'inspection, procédés. Manuels d'inspection et d'essai. Qualité, obligations et tâches de...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,353466,1 +CTN766,Impacts des projets sur l’environnement,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’appliquer les différentes méthodes et règles d’évaluation des impacts à un projet spécifique; d’organiser et réaliser une étude d’impact d’un projet; d’intégrer le processus d’évaluation des impacts dans le cycle de réalisation d’un projet; de vérifier la pertinence des études réalisées et leur conformité en fonction des exigences requises; d’intégrer les aspects règlementaires à la...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.788,350071,1 +MGC817,Ingénierie avancée des projets de construction et de réhabilitation,"Approfondir et élargir les connaissances nécessaires à la conception de projets interdisciplinaires de construction et de réhabilitation. Se familiariser avec les différentes étapes de réalisation de projets de réhabilitation d'ouvrages de génie civil importants, y compris les matériaux et les méthodes de réhabilitation d'infrastructures et ouvrages de génie civil. Conférences présentées par des invités provenant du milieu du génie-conseil, des manufacturiers (matériaux) et...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,353183,2 +GES808,Innovation chirurgie I,"Cours réservé aux étudiants admis au microprogramme en innovation en chirurgie. Le cours prépare l’étudiante ou l'étudiant à la réalisation du projet. L’étudiante ou l'étudiant acquiert une compréhension des fondements théoriques et pratiques nécessaires à l'élaboration d'un projet d'innovation : compréhension du milieu pratique; observation des besoins, définition de la problématique, implication; facteurs d'influences intérieurs-extérieurs, survol du marché potentiel;...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,350950,2 +SCE010,Introduction à la physique expérimentale,"Ce cours vise à vérifier expérimentalement les principes fondamentaux de la mécanique, de l’électricité et du magnétisme et de l’optique géométrique et d’oscillation harmonique simple. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : appliquer la méthode expérimentale, analyser des données expérimentales et comparer celles-ci aux prédictions théoriques, tester des modèles de la physique classique, organiser une expérience et proposer des...",3,2024-11-02 01:50:21.514,2024-11-02 01:50:21.790,910823,1 +MEC558,Introduction à la dynamique des fluides numériques,"Acquérir les concepts de base de la mécanique des fluides numériques (CFD) en général et plus particulièrement ceux associés aux méthodes de différences finis (MDF) et des volumes finis (MVF). Appliquer ces concepts à la simulation numérique d’écoulements typiquement rencontrés dans les applications de génie mécanique. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’appliquer les mathématiques de base de la méthode des différences finis et des...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.791,352858,1 +MEC129,Développement de produits assisté par ordinateur,"À la fin du cours, l’étudiante ou l'étudiant sera en mesure : d’appliquer une méthodologie de développement de produits menant à un modèle conceptuel; d’utiliser efficacement un système de CAO afin de produire un prototype conceptuel virtuel d’un produit; de résoudre des problèmes simples liés à la théorie de la conception assistée par ordinateur (CAO). Notions de méthodologie de conception utilisée pour le développement de produits : cycle de développement, principes...",4,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,352722,1 +GIU811,Diagnostic et réhabilitation optimisée des réseaux,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure de poser un diagnostic à partir des données d’auscultation, d’identifier les techniques applicables selon la nature et l’état du réseau, de concevoir les conduites de réhabilitation, et de recommander les mesures de contrôle de qualité à mettre en place pour valider la performance des travaux exécutés. Défauts et détérioration des conduites de distribution et de collecte des eaux. Corrosion et protections...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,351103,2 +MAT265,Équations différentielles,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des méthodes de solution de différents types d'équations différentielles rencontrées dans les travaux d'ingénierie. Origine et définition, famille de solutions, conditions initiales, équations différentielles du premier ordre : séparables exactes, linéaires. Applications : mouvement rectiligne, circuits électriques, etc. Équations différentielles linéaires à coefficients constants : solutions complémentaires...",4,2024-11-02 01:50:21.507,2024-11-02 01:50:21.783,352655,1 +MTR874,Études dirigées II,"Les études dirigées permettent à l’étudiant de s’initier à des sujets d’intérêt communs dans le domaine (du génie civil et de la construction ou génie mécanique ou génie électrique) en se familiarisant avec les derniers développements technologiques dans un ou plusieurs domaines de pointe et en abordant des sujets particuliers dans différentes spécialités du domaine. Les études d’un nombre de projets abordant des exemples typiques permettent de faciliter, en grande...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.783,353372,2 +MEC723,Fabrication numérique,"Au terme de ce cours, l’étudiante ou l’étudiant aura appris à préparer le dossier de fabrication d'une pièce mécanique et aura acquis les principes généraux de la fabrication assistée par ordinateur (FAO). À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : de définir le dossier de fabrication d’une pièce en tenant compte de la mécanique de la coupe et des principes de stabilité dynamique d’un système d’usinage; de programmer des trajectoires d’outils...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,352968,1 +CTN764,Fondements des procédés et processus en génie de l’environnement,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de définir les notions de base relatives aux principaux procédés et processus du domaine du génie de l’environnement; d’appliquer ces notions à la résolution de problèmes en génie de l’environnement. Physico-chimie et microbiologie des principaux processus en génie de l’environnement; notions de base en chimie des eaux; notions de base de thermodynamique, énergie; interactions physico-chimiques...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,350065,1 +SST805,Gestion des risques des procédés industriels,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de gérer les risques relatifs aux principales sources de danger présentes dans l’environnement industriel. Principaux risques rencontrés en milieu industriel et techniques d’évaluation et de contrôle de ces risques. Établissement et aménagement des installations, chaudières et appareils sous pression, systèmes électriques, protection d’incendie. Manutention de matériel : aire d’entreposage, appareils de...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.786,353528,2 +GPO661,Gestion et assurance de la qualité,"Au terme de ce cours, l’étudiante ou l’étudiant sera familier avec les principes, techniques et outils modernes de la qualité totale ainsi qu'avec les normes de gestion et d'assurance de la qualité. À la fin de ce cours, l’étudiante ou l’étudiant sera en mesure :d’expliquer le rôle du processus de gestion et d’assurance de la qualité dans un organisme (service ou manufacturiers);de piloter et participer activement à l’implantation et au maintien d’un système de...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.787,351855,1 +MGL845,Ingénierie dirigée par les modèles,"Ce cours présente les principes de l’ingénierie logicielle dirigée par les modèles. En particulier, le cours aborde le processus de développement logiciel par transformations de modèles et les concepts de modèles indépendants des plateformes et modèles spécifiques aux plateformes. Ce cours couvre aussi les principes et les standards de modélisation et de méta-modélisation, les langages spécifiques aux domaines et l’architecture dirigée par les modèles MDA (Model-Driven...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,353260,2 +GES892,Ingénierie financière des titres à revenu fixe,"Ce cours vise à comprendre l’ingénierie des produits à taux fixe. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : caractériser les titres à revenus fixes; établir le rôle de l'ingénierie des produits à taux fixe dans les marchés financiers; expliquer le rôle des agences de notation de crédit; appliquer judicieusement les produits existants des titres à revenus fixes dans les stratégies d’investissement. Applications à la négociation. Marchés...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,748739,2 +ATE029,Introduction à la modélisation solide avec CATIA (hors programme),"À la fin du cours, l’étudiante ou l'étudiant sera en mesure de produire efficacement des modèles numériques 3D de pièces et de produits (assemblages) avec les fonctions de base du logiciel CATIA; de générer des dessins de détails et des dessins d’assemblage de produits avec le logiciel CATIA. Introduction à la modélisation géométrique utilisée par les logiciels de conception et de fabrication assistée par ordinateur (CAO/FAO). Les fonctions spécifiques au logiciel CATIA...",1,2024-11-02 01:50:21.514,2024-11-02 01:50:21.789,349672,1 +MTI845,Interfaces haptiques,"Ce cours initie les étudiantes et les étudiants au développement d’interfaces haptiques, c’est-à-dire d’interfaces humain-machine faisant appel au sens du toucher. Les objectifs principaux de ce cours sont de développer une compréhension de la perception haptique chez l’humain et d’apprendre à concevoir, prototyper et évaluer des interfaces haptiques utilisant différentes technologies tel que la vibration ou le retour de force. À la fin du cours, les étudiantes et les...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,353340,2 +GTI210,Introduction au génie des TI,"Ce cours d’introduction vise à sensibiliser l’étudiante ou l'étudiant à l’importance stratégique des technologies de l’information, tant pour la société que pour les organisations. Il conduira l’étudiant à aborder les TI sous l’angle de leur approche contextuelle en entreprise. Au terme du cours, l'étudiante ou l'étudiant :comprendra ce qu’est une entreprise et comment les TI en sont partie intégrante;aura une connaissance des principales TI et de leur utilisation...",3,2024-11-02 01:50:21.514,2024-11-02 01:50:21.792,351879,1 +ELE216,Développement de logiciels en génie électrique,"Acquérir les bases de la programmation multitâches. Se familiariser avec un environnement de développement moderne de logiciels et les concepts ainsi que les outils de déverminage, de mise au point, de validation, de vérification et de contrôle de version. Acquérir les bases de programmation défensive. Concepts de processus, de tâches et d’ordonnancement. Concepts et mécanismes de synchronisation, de protection d’accès, de partage de ressources et de communication avec le...",4,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,350249,1 +PRE013,Développement professionnel et santé et sécurité du travail en secteur informatique,"Volet 1 : Développement professionnel et stages Cette activité vise à expliquer les principes d’un stage; à outiller l’étudiante ou l’étudiant pour le stage; à réfléchir à son développement professionnel. Au terme de cette activité, l’étudiante ou l’étudiant sera en mesure de : connaître les ressources du Service de l’enseignement coopératif, les règlements, le code d’éthique, l’organisation des stages, les méthodes de recherche de stage; comprendre le marché...",1,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,787703,1 +ELE771,Dispositifs photoniques,"Au terme de ce cours, l'étudiante ou l'étudiant aura été initié aux principes fondamentaux et aux applications des fibres optiques, des dispositifs optoélectroniques actifs et des dispositifs passifs, avec accent sur les applications. Propagation de la lumière dans les fibres optiques. Principes de l’amplification stimulée dans une fibre optique amplificatrice. Dispositifs à fibre passifs : connecteurs, coupleurs, multiplexeurs de longueurs d’onde, isolateurs, réseaux de Bragg,...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.783,350635,1 +MGA825,Dynamique des fluides en aéronautique,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’expliquer les phénomènes physiques associés aux écoulements internes et externes principalement rencontrés en aéronautique; d’identifier le ou les principaux phénomènes physiques qui gouvernent la dynamique d’un écoulement particulier associé à un problème d’application spécifique; d’estimer ou prédire les quantités physiques pertinentes à un écoulement donné; de porter un regard critique sur la...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.783,353153,2 +CTN743,Excavations en souterrain pour mines et tunnels,"Ce cours présente les techniques classiques de design et d’analyse de mécanique des roches appliquées pour les constructions en tunnels et mines. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : utiliser des méthodes classiques d’analyse de mécaniques des roches pour des ouvrages souterrains en massifs rocheux appliqués aux constructions de mines, tunnels, et puits d’accès; évaluer la différence entre une roche intacte et le massif rocheux; décrire les...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,350031,1 +LOG736,Fondements des systèmes distribués,"Ce cours présente les principaux fondamentaux des systèmes distribués tels que le réseau informatique, horloges, les modèles de tolérance aux pannes, coordination, la réplication et les transactions. Le cours vise aussi à introduire les principes avancés de systèmes distribués, tels que les patrons pour le traitement de données massives (p. ex. : MapReduce), les réseaux pair à pair et décentralisés, et les notions de cohérence, de disponibilité et de tolérance au...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,352579,1 +MGC870,Gestion de l’entretien des ouvrages d’infrastructure,"Approfondir les notions de base reliées aux techniques d’auscultation, d’évaluation et d’entretien des ouvrages d’infrastructure en vue d’une application rationnelle et efficace à la gestion de l’entretien. Catégories d’entretien. Politiques, stratégies et techniques d’entretien. Méthodes d’auscultation et d’évaluation. Banques de données. Analyses coûts-bénéfices. Systèmes de gestion de l’entretien : niveau d’entretien requis, estimation des coûts, modes de...",3,2024-11-02 01:50:21.509,2024-11-02 01:50:21.786,353228,2 +MGC820,Gestion et assurance de la qualité en construction,"Acquérir un ensemble de connaissances nécessaires pour gérer et améliorer la qualité de chacune des grandes étapes du processus de construction. Principes, techniques et outils modernes de la qualité totale, normes de gestion et d’assurance de la qualité. Nouveaux concepts de qualité, qualité totale et ISO 9000, et application dans les entreprises de construction et les projets de construction. Qualité : définition, rôle, évolution. Gestion de la qualité : système qualité,...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,353187,2 +CTN446,Hydraulique et hydrologie,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de déterminer les caractéristiques d'un écoulement à surface libre et calculer ses propriétés hydrauliques; de prédire le débit des rivières à partir des précipitations et exploiter les équations de laminage naturel et artificiel, d’intégrer les notions d’hydrologie nivale dans la prévision des débits, de comprendre et illustrer la mesure des débits en rivière. Propriétés géométriques et hydrauliques...",4,2024-11-02 01:50:21.511,2024-11-02 01:50:21.788,349858,1 +TCH009,Informatique,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l’étudiant sera en mesure : de générer un algorithme à partir de problèmes simples; de traduire un algorithme en code à l’aide d’un langage compilé. Notation binaire, hexadécimale. Application de la logique booléenne. Organisation moderne d’un système informatique : mémoire, bus internes, unités de traitement, de stockage, de transfert de données,...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,353836,1 +MGA803-H25,Introduction à la mécanique des fluides numériques,"Ce cours a pour objectif de présenter à l'étudiant ou l'étudiante les principaux concepts de base de la mécanique des fluides numérique (CFD) en général, et plus particulièrement ceux associés aux méthodes de différences finies (MDF) et des volumes finis (MVF). Ces concepts seront appliqués à la simulation numérique d’écoulements typiquement rencontrés dans les applications de génie mécanique. À la fin du cours, l’étudiant ou l'étudiante sera capable : d’appliquer...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.788,907865,2 +ATE800,Intégrité intellectuelle : un savoir-être et savoir-faire,"L’atelier ATE800 doit être réussi dès la première session d’inscription. À la fin de cet atelier, l’étudiante ou l'étudiant sera en mesure : de distinguer son discours et ses idées personnelles de celles d’autrui; d’introduire correctement dans ses textes le discours, les idées, les graphiques ou autres éléments tirés d’autres ouvrages ou sites et d’en identifier la source. Plagiat et sanctions. Responsabilités morale et légale. Types de citations. Règles...",0,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,349684,2 +GTS504,Introduction à l'ingénierie de la réadaptation,"Au terme de ce cours, l’étudiante ou l’étudiant pourra appliquer les principes du génie biomédical aux domaines du design et du développement des orthèses et des prothèses ainsi que des systèmes de positionnement et des aides techniques. Système musculosquelettique. Électromyographie. Locomotion humaine. Locomotion en fauteuil roulant. Systèmes intelligents dans le domaine de l'ingénierie de la réadaptation. Contrôle des systèmes intelligents. Séances de laboratoire...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,352161,1 +PGM116,Développement et implantation de tactiques de maintenance,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’appliquer et gérer un processus de développement et d’implantation de tactiques de maintenance;d’évaluer les conséquences des défaillances fonctionnelles;de sélectionner les tâches de maintenance appropriées selon le diagramme décisionnel de la méthodologie RCM;de sélectionner et d’implanter des technologies de maintenance prédictives; Approche structurée de développement de tactiques de maintenance à...",2,2024-11-02 01:50:21.506,2024-11-02 01:50:21.782,353406,1 +GOL690,Environnement et analyse du cycle de vie de produits,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de réaliser une étude détaillée en analyse de cycle de vie (ACV) et faire des études d’impact. L’importance de concevoir des chaînes logistiques durables nécessite l’adoption d’une vision globale et d’avoir accès à une information de qualité pour étudier les compromis associés aux différentes options. L’ACV, étant une méthode d'évaluation normalisée (ISO 14040 et 14044), favorise l’écoconception...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,351405,1 +AER720,Essais en vol des systèmes avioniques,"Au terme de ce cours, l’étudiant sera en mesure de : décrire le fonctionnement de tous les systèmes avioniques conventionnels et de nouvelle génération, identifier les normes d’essais en vol adaptées au système avionique, établir une procédure d’essais au sol et en vol pour valider ses performances, communiquer correctement avec l’équipage d’essais en vol, détecter les anomalies ou les pannes, prédire une dégradation de performance après analyse, maîtriser les outils...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.783,912146,1 +GTI510,Gestion de projets et assurance de la qualité,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : mesurer le logiciel en développement; estimer le coût et l’effort d’un projet de développement logiciel; identifier et gérer les ressources nécessaires pour le déroulement d’un projet; planifier, organiser, diriger et contrôler un projet d’assurance de la qualité en génie des TI; négocier et gérer les conflits;acquérir un cadre conceptuel pour l’étude de la gestion de projets et se familiariser avec...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.783,351939,1 +GPA664,Fabrication assistée par ordinateur,"Au terme de ce cours, l’étudiante ou l’étudiant aura été initié à la mise en œuvre des machines-outils à commande numérique et de leurs équipements périphériques ainsi qu'à la programmation manuelle et assistée par ordinateur. Machines-outils à commande numérique (MOCN) : principe, description, classification, programmation et systèmes d'axes. Codes G et M pour tours et centres d'usinage : instructions de base et cycles programmés d'usinage. Langage APT : principe,...",4,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,351603,1 +GCI425,Gestion de la qualité en construction,"À la suite de ce cours, l’étudiante ou l’étudiant sera en mesure : de comprendre les principes théoriques de la gestion de la qualité. Définition de la qualité totale. Rôle, évolution et coût de la qualité. Gestion de la qualité dans la construction : normes internationales, canadiennes et québécoises. Planification de la qualité de la conception, des approvisionnements et de la réalisation. Programme d'assurance et de contrôle de la qualité en construction. Exercices...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.786,350928,1 +MGL800,Gestion de projet en génie logiciel,"Acquérir les principes de gestion de projet de génie logiciel. Gestion de l’ingénierie des exigences, de l’ingénierie du design, de l’ingénierie de la construction du code, des stratégies d’essais, de la maintenance et de l’évolution des logiciels. Principes et techniques de gestion spécifiques au développement de projets en génie logiciel, incluant la mesure et l’estimation, l’amélioration des processus, l’ingénierie de la qualité, les outils de soutien au...",3,2024-11-02 01:50:21.509,2024-11-02 01:50:21.786,353240,2 +ENT201,Gestion financière d’entreprise,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de connaître les principes fondamentaux et les aspects de la gestion des opérations financières courantes de l’entreprise; de comprendre la dynamique sous-jacente à l’attribution d’une valeur financière à une entreprise. Comptabilité de gestion : structures légales d’entreprise, utilité et structure de l’information comptable; technique de préparation des états financiers. Coût de revient. Fiscalité...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,350794,1 +GOL500,Industries de services : organisation et fonctionnement,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure d’analyser, d’améliorer et de concevoir les opérations dans l’industrie des services. Connaître l’importance économique de l’industrie pour la société. Distinguer les activités de services (support) dans les industries manufacturières et dans le secteur tertiaire. Nature des services et leurs caractéristiques. Distinction produits et services. Fonction « opérations » dans l’industrie. Prestation du...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,351243,1 +GOL514,Ingénierie simultanée pour des produits/services innovants,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure d’appliquer les principes de l’ingénierie simultanée pour contribuer au développement de produits/services innovant en prenant en compte l’ensemble du cycle de vie : de l’idée, à la fabrication, au marché, jusqu’à la fin de vie du produit/service. Gestion du cycle de vie des produits/services. Rôle et modélisation des technologies de l’information pour supporter le travail collaboratif multidisciplinaire....",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,351293,1 +SSC850,Intégration appliquée de la maîtrise d’oeuvre sur chantier,"Au terme de ce cours, l’étudiante ou l'étudiant en stage sera en mesure de : démontrer son habileté à agir comme conseiller et responsable de la santé et sécurité sur un chantier de construction majeur; documenter et démontrer la diligence du maître d’oeuvre et d’optimiser la rentabilité des mesures de prévention des projets. Sous la supervision de la personne responsable de la santé et sécurité du chantier, l’étudiante ou l'étudiant réalisera les activités suivantes...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.789,353522,2 +SYS873,Internet industriel des Objets,"Ce cours vise à sensibiliser les étudiantes et les étudiants à l’importance de l’Internet des objets et de l’Internet industriel des Objets dans le secteur industriel. Au terme de ce cours, l’étudiant ou l'étudiante sera en mesure de : appliquer les principes fondamentaux de l'Internet des objets et de l'Internet industriel des Objets; évaluer les implications de l'Internet des objets dans divers contextes industriels; de concevoir des projets d’Internet industriel des Objets...",4,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,910274,2 +AER732,Introduction à la certification aéronautique,"Au terme de ce cours, l’étudiant sera en mesure de : comprendre le processus de certification d’aéronefs, connaître le cadre règlementaire, ainsi que les procédures et les responsabilités régissant la certification (conception, structure, avionique, systèmes électriques et mécaniques, motopropulseurs, équipement et tests en vol en ingénierie), décrire le processus d’homologation d’un composant, d’un sous-système et d’un système aéronautique, de la planche à dessin...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.791,912162,1 +GES880-A24,Entrepreneuriat: Modèles et Outils,"Ce cours vise à doter les étudiantes et étudiants des connaissances et compétences nécessaires pour évoluer dans le monde de l’entrepreneuriat après avoir achevé la phase initiale d'exploration des opportunités. Au cours des séances, ils plongeront dans les concepts fondamentaux, les modèles et les outils essentiels à la construction d'entreprises prospères. Le cours permettra d’introduire les grands modèles et outils de l’entrepreneuriat, notamment : la conception de...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,907812,2 +AER785,Aéroélasticité,"Ce cours vise à initier les personnes étudiantes aux principaux phénomènes aéroélastiques et à leur utilisation dans l’industrie aérospatiale. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : reconnaître les différents problèmes de stabilité aéroélastique ; expliquer l’importance de l’aéroélasticité dans l’analyse et la conception d’aéronefs ; expliquer les méthodes numériques pour la simulation aéroélastique dans la conception d’un...",3,2024-11-02 01:50:21.500,2024-11-02 01:50:21.569,912184,1 +MAT472,Algèbre linéaire et géométrie de l’espace,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’utiliser les outils du calcul différentiel à plusieurs variables et de l’algèbre linéaire dans le but d’analyser les objets 2D et 3D;d’effectuer des transformations sur ces objets. Vecteurs, produits scalaires, vectoriels et mixtes, projection d’un vecteur sur un autre. Équations des droites et plans dans l’espace. Fonctions vectorielles à une variable et applications : courbes, vecteurs position, vitesse...",4,2024-11-02 01:50:21.500,2024-11-02 01:50:21.569,352694,1 +MTR871E,Directed readings (graduate studies),Do extensive readings under the supervision of the thesis director in a particular disciplinary field related to the area of ​​specialization. Complete the training by deepening or diversifying the knowledge while developing critical and synthetic skills. This activity requires a great deal of autonomy from the student. The choice of readings and the follow-up of the student are the responsibility of the thesis director. Periodic meetings take place throughout this activity. A report whose...,3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.783,389317,2 +TIN503,"Environnement, technologie et société","Ce cours propose une réflexion sur les liens entre la technologie, la société et l’environnement. Exploration et discussion, guidées par des perspectives et concepts issus des sciences humaines et sociales, des enjeux liés au développement et à l’utilisation des technologies dans la société moderne, ainsi que des enjeux environnementaux contemporains et du développement durable. Séances de travaux pratiques portant entre autres sur des études de cas relatives aux notions vues...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.783,354038,1 +DGA1030E,Doctoral Exam,"The doctoral examination takes place in three stages over three semesters:DGA1031 Research problematicsDGA1032 Written examDGA1033 Oral exam Evaluate the research project, along with the student’s acquired knowledge and ability to carry out the research leading up to the thesis. The objective of this activity is to ensure that the student possesses a wide range of knowledge in the various engineering disciplines with a view to incorporating this knowledge into the design process. The activity...",9,2024-11-02 01:50:21.506,2024-11-02 01:50:21.783,389241,3 +MEC222,Dynamique,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les concepts fondamentaux de la dynamique des corps solides et sera en mesure de les appliquer à l'étude dynamique des mécanismes et des machines. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’appliquer les concepts et principes fondamentaux de la dynamique dans l’étude des mécanismes élémentaires; d’établir des équations du mouvement des particules et des corps rigides par la méthode de...",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.783,352740,1 +CTN609,Droit de la construction,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de comprendre le système juridique qui gouverne les relations contractuelles; de comprendre et d’appliquer les différentes lois reliées à la construction. Le système juridique. Principes et règles d'interprétation. Aspects juridiques régissant la construction (le droit au Québec, le Code civil (contrats, responsabilités, hypothèques légales, etc.), lois et règlements régissant la construction (Loi sur la...",2,2024-11-02 01:50:21.506,2024-11-02 01:50:21.783,349906,1 +MGA900,Étude de cas,"Favoriser l'acquisition de connaissances et d'habiletés pratiques reliées à l'aérospatiale. Se familiariser avec des problèmes réels, développer son habileté à aborder et à solutionner un problème et permettre d'approfondir les principes de base déjà acquis. Les études de cas sont offertes en collaboration avec les industries partenaires de l'un ou l'autre des établissements montréalais participants, par des experts de l'industrie. Lorsqu'une étude de cas est proposée, elle...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.783,353165,2 +DGA1030,Examen doctoral,"L’examen doctoral se déroule en trois étapes réparties sur trois sessions : DGA1031 Problématique de recherche DGA1032 Examen écrit DGA1033 Examen oral Évaluer le projet de recherche, les acquis de l’étudiant et sa capacité à accomplir la recherche menant à la thèse. Cette activité vise à s’assurer qu’il possède des connaissances étendues dans les diverses disciplines de l’ingénierie en vue de leur intégration dans le processus de conception. Il comporte trois...",9,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,350157,3 +GPO602,Évaluation et contrôle de l'environnement industriel,"Au terme de ce cours, l’étudiante ou l’étudiant connaîtra les principes de l’évaluation et du contrôle de l’environnement industriel. À la fin du cours, l’étudiante ou l’étudiant sera en mesure : d’identifier les différents contaminants du milieu de travail;d’appliquer les différentes normes et règlementations;de décrire des techniques pour évaluer les expositions professionnelles à ces produits;de proposer des mesures de contrôle des expositions. Contaminants...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,351849,1 +DGA1033,Examen oral,"La troisième partie de l’examen doctoral, Examen oral, amène l’étudiante ou étudiant à préciser sa proposition de recherche, sous la supervision de son directeur ou directrice de thèse, et à la présenter à son jury. Cette troisième partie de l’examen comporte deux éléments : la préparation d’une proposition de recherche écrite et sa présentation orale devant jury.",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,350163,3 +MGC823,Gestion des équipes en contexte de projet,"Ce cours vise à développer des connaissances et des habiletés nécessaires, notamment au regard du savoir-être pour gérer efficacement une équipe de travail. Il permet de comprendre la dimension humaine du travail en équipe, de maîtriser les habiletés nécessaires au bon fonctionnement des équipes de travail à titre de participant ou de chef d’équipe. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’analyser son efficacité interpersonnelle; d'identifier les...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.785,353194,2 +CTN772,"Entretien, réhabilitation et gestion des routes","Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’évaluer et caractériser les routes sur le plan du réseau et sur le plan du projet en appliquant les notions de précision et de répétabilité; de dresser une banque de données routières; d’identifier les essais en laboratoire et en chantier requis pour confirmer la cause de détérioration; d’effectuer les analyses économiques selon le concept du cycle de vie. Politiques et stratégies d'entretien. Techniques...",3,2024-11-02 01:50:21.507,2024-11-02 01:50:21.782,350093,1 +ELE431,Analyse et conception de circuits analogiques,"Acquérir des méthodologies d'analyse, de conception et de réalisation de différents types de circuits utilisés pour recueillir, générer et traiter les signaux analogiques ainsi que pour les transformer en signaux numériques et vice-versa. Fonctions de transfert. Blocs fonctionnels linéaires : convertisseurs d’impédances et autres réalisés à l’aide d’amplificateurs opérationnels. Oscillateurs et générateurs de formes d’ondes. Convertisseurs analogique/numérique et...",4,2024-11-02 01:50:21.501,2024-11-02 01:50:21.570,350319,1 +ENV850,Analyse du cycle de vie,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de réaliser une analyse du cycle de vie conforme aux normes ISO14040/14044; de réaliser une analyse critique d’une étude d’analyse du cycle de vie publiée; de développer un plan d’action dans le cadre d’une démarche de conception environnementale et de communication à partir des résultats d’analyse du cycle de vie. Méthodologie d’analyse environnementale du cycle de vie telle que définie par les normes...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.570,350852,2 +GES824,Algorithmiques et intelligence artificielle en ingénierie financière,"Ce cours vise à transmettre les notions essentielles d’algorithmie et les applications de l’intelligence artificielle dans le domaine financier. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’expliquer le rôle des programmes analytiques de données d’entreprise et de leurs liens avec la dimension financière et de contrôle de risques opérationnels; de distinguer les nouvelles tendances algorithmiques en ingénierie financière; d’utiliser les applications...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.569,350974,2 +AER300,Aérodynamique I,"Ce cours vise à initier les personnes étudiantes aux principes de base et aux calculs utilisés dans l’aérodynamique. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : identifier les propriétés physiques importantes du fluide influençant les caractéristiques de l’écoulement ; identifier le type de régime d’écoulement ; calculer les forces sur les surfaces externes des aéronefs ; déterminer l’influence des effets visqueux sur...",4,2024-11-02 01:50:21.500,2024-11-02 01:50:21.569,911872,1 +AER730,Essais en vol d’aéronefs - stabilité et contrôle,"Ce cours vise à initier les personnes étudiantes à l’ingénierie des essais en vol des aéronefs, en mettant l’accent sur les aspects de stabilité et de contrôle. Au terme de cette activité, l’étudiante ou l’étudiant sera en mesure de : décrire les objectifs de stabilité ; établir une procédure de tests en coordination avec les pilotes ; évaluer la qualité de vols selon les différentes phases de manœuvres ; valider l’autorité et la réactivité des gouvernes...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.783,912158,1 +EEC550,Estimation budgétaire en construction,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de préparer des estimations budgétaires de classe 1 à 5 ou de classe A à D; d’assurer le contrôle budgétaire durant la phase de conception du projet; d’utiliser les outils propres à la gestion de coût; de réaliser une « conception selon le budget » (Design to Bugdet). Méthode complète d'analyse des coûts pour l’utilisation dans la planification des coûts et le contrôle budgétaire, pendant toutes les...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.783,350207,1 +MTR873,Études dirigées I,Les études dirigées permettent à l’étudiant de s’initier à des sujets d’intérêt communs dans l’un ou l’autre des domaines de spécialisation du programme (génie civil et de la construction ou génie mécanique ou génie électrique) en se familiarisant avec les derniers développements technologiques dans un ou plusieurs domaines de pointe et en abordant des sujets spécifiques aux différentes spécialités. Les études d’un nombre de projets abordant des exemples typiques...,3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.783,353370,2 +GCI350,Estimation et soumissions,"À la suite de ce cours, l’étudiante ou l’étudiant sera en mesure : d’utiliser des plans et devis en vue de la préparation d'une soumission; d’élaborer une soumission en respectant toutes les étapes de préparation, autant logiques que chronologiques. Définitions et généralités sur les plans et devis, les soumissions, les appels d'offres, les sous-traitants. Méthodes de prise de quantités, regroupement des quantités et liste des travaux. Considérations particulières sur...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.783,350912,1 +GIU804,Gestion des actifs,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer le contexte qui a mené certains états dont le Canada et le Québec à réaliser des plans de gestion des actifs, aussi nommés plans d’intervention ; de réaliser un plan de gestion d’actifs appliqué à un ou plusieurs types d’actifs municipaux ; de différencier les démarches ascendante et descendante et de les appliquer ; d’apprécier la pertinence de chaque approche selon les besoins des...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.783,351089,2 +DGA1032,Examen écrit,"La deuxième partie de l’examen doctoral, Examen écrit, permet d’évaluer les acquis de l’étudiante ou étudiant, de s’assurer que la personne possède des connaissances étendues dans les disciplines connexes au domaine de recherche et d’évaluer sa capacité à accomplir la recherche proposée. Cette deuxième partie fait intervenir un jury. Elle comporte un examen contrôlé et une dissertation à compléter en une semaine.",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,350161,3 +CTN610,Gestion des contrats de construction,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de planifier l’approvisionnement relié à l’exécution d’un projet; d’interpréter les différents contrats (professionnels, entrepreneur et sous-entrepreneur) pour une saine gestion de projet; d’appliquer l’incidence des décisions prises lors de l’interprétation d’un contrat sur la fin d’un projet. Organisation et planification de l’approvisionnement. Processus et documents d’appel d’offres....",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.784,349912,1 +AER627,Fabrication additive pour l’aérospatiale,"Ce cours vise l’acquisition des connaissances sur le développement et l’intégration, dans le domaine aérospatial, de composants structuraux et multifonctionnels fabriqués par impression 3D ou fabrication additive (FA). Au terme de ce cours, l’étudiant sera en mesure de : reconnaître le potentiel et les limitations de FA, intégrer ces technologies dans le domaine aérospatial, et utiliser la FA de façon optimale en faisant appel aux connaissances liées à la conception, à la...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,912132,1 +GTS640,Dossier électronique de santé,"Comprendre et découvrir le fonctionnement des différentes composantes applicatives d’un dossier électronique de santé à l’aide de l’analyse de flux de données concrets du milieu clinique. Flux cliniques de base et notions d’interopérabilité dans le domaine médical. Présentation des composantes d’une architecture de systèmes répartis comme le serveur de temps, le serveur d’authentification, le serveur de journal d’accès, l’index et le serveur d’archivage....",3,2024-11-02 01:50:21.506,2024-11-02 01:50:21.783,352197,1 +GTS813,Évaluation des technologies de la santé,"Acquérir le processus complexe d’analyse méthodique et de jugement sur le choix et l’utilisation d’une technologie ou d’un mode d’intervention en santé, actuel ou émergent, tel que : instruments, équipement, médicaments, traitement. Approfondissement des critères contribuant au processus d’évaluation et reposant entre autres sur la connaissance de la typologie des technologies, sur les méthodes d’évaluation pour fins d’homologation, l’estimation des risques, les...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.784,352207,2 +CTN741,Fondations,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de dimensionner des murs de soutènement; de calculer les contraintes dans le sol sous des ouvrages; de dimensionner des fondations superficielles et profondes simples. Murs de soutènement : poussée, butée, conditions de stabilité, types de murs et méthodes de réalisation. Palplanches, parois moulées, excavations blindées. Fondations conventionnelles : semelles et radiers. Pieux : types de pieux, capacité, méthodes...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,350015,1 +QUA152,Formation et perfectionnement,"Au terme de ce cours, l’étudiante ou l’étudiant comprendra le rôle de la compétence humaine dans le domaine de la qualité et l’importance de préparer les ressources humaines de l'entreprise face aux défis de la qualité. Notions de base de gestion de personnel. Système entreprise-milieu, principes de gestion, organigrammes, besoins humains, motivation et productivité, rôle du service du personnel. Conception et utilisation d'instruments de gestion relatifs à la description de...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,353472,1 +GOL611,Ingénierie des parcs d’équipements,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis une méthodologie applicable à l’ingénierie des parcs d’équipements. Bonnes pratiques de remplacements. Méthodologie applicable à plusieurs types de parcs ayant un volume suffisant : véhicules routiers lourds ou légers, remorques, machines de production, immeubles, chariots élévateurs, palettes, batteries, extincteurs, etc. Cadre et cycle de vie : détermination des besoins, droits d’utilisation, polyvalence, cycle...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.787,351315,1 +AER660,Ingénierie des surfaces en aérospatiale,"L’ingénierie de surface est un processus de conception et de fabrication multidisciplinaire qui intègre la surface et le substrat pour améliorer significativement les performances du produit et, par conséquent, l’ingénierie de surface est essentielle en fabrication aérospatiale. Au terme de ce cours, l’étudiant sera en mesure de : apprendre comment les pièces interagissent avec leur environnement à travers la surface exposée, et connaître les méthodes, les techniques et les...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.787,912136,1 +CTN761,Hydraulique urbaine,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de concevoir tous les éléments des réseaux de distribution d’eau potable et de collecte des eaux usées. Caractéristiques hydrauliques des écoulements dans les conduites d’égouts et de distribution d’eau. Eaux de ruissellement en milieu urbain. Volumes et débits d’eaux usées sanitaires. Normes de conception des réseaux d’égouts. Conception hydraulique des réseaux d’égouts sanitaires et pluviaux....",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.788,350051,1 +GOL616,Ingénierie de la qualité,"Au terme de ce cours, l’étudiante ou l’étudiant sera familier avec les principes, les normes de gestion et d’assurance qualité, ainsi que les techniques et outils modernes d’amélioration de la qualité. Définitions de la qualité, gestion, assurance et maîtrise de la qualité. Méthodologie de résolution de problèmes. Outils d’amélioration de la qualité. Outils de management de la qualité. Facteur humain, travail en équipe. Système de management de la qualité : les...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,351329,1 +ELE673,Instrumentation industrielle,"Au terme de ce cours, l'étudiante ou l'étudiant se sera familiarisé avec un grand nombre d'instruments utilisés en milieu industriel, leurs principes de fonctionnement, leurs applications, leurs avantages et limitations. Technologie et identification des instruments; mesure de grandeur physique : pression, niveau, température, débit; vitesse; transmetteurs; vannes de contrôle; panneaux et salle de commande; contrôleurs P, PI, PID : choix, ajustement et réalisation. Utilisation des...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.789,350469,1 +GES852,Intelligence artificielle : fondements et enjeux pour l'entreprise,"Ce cours vise à évaluer les principes, les avantages et les enjeux de l’intelligence artificielle (IA) en entreprise. Il favorise la réflexion chez les étudiantes et les étudiants gestionnaires en vue d’une meilleure adaptation au futur marché du travail et d’une transformation possible des systèmes sociétaux de demain. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : décrire les principales branches technologiques de l’IA ; choisir et mettre en œuvre...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,351005,2 +IND540,Introduction à l’analyse des mégadonnées,"Ce cours vise à analyser des mégadonnées dans le but de découvrir des informations pour prendre des décisions éclairées. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : expliquer la nature des systèmes d’analyse de données ; utiliser les outils appropriés ; représenter des documents analytiques en combinant des techniques de narration, de codification et graphiques ; modéliser les problèmes de la science des données à grande échelle. Applications du...",3,2024-11-02 01:50:21.514,2024-11-02 01:50:21.791,352303,1 +TCH008,Matériaux,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l’étudiant sera en mesure : de nommer les grandes familles de matériaux et leurs propriétés; de justifier le choix d’un matériau en fonction de son usage. Grandes familles de matériaux (métaux, polymères, céramiques, composites) : propriétés, structure, limitations et cycle de vie. Problèmes de choix, disponibilité. Mise en oeuvre et propriétés résultantes....",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.792,353830,1 +DGA1005,Lectures dirigées,Lectures approfondies sous la supervision de son directeur de recherche dans un champ disciplinaire particulier relié à son domaine de spécialisation. Compléter sa formation en approfondissant ou en diversifiant ses connaissances tout en développant son sens critique et son esprit de synthèse. Cette activité requiert une grande autonomie. Le choix des lectures et le suivi de l'étudiante ou l'étudiant sont sous la responsabilité du professeur. Rencontres périodiques tout au long de...,3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,350155,3 +GIU810,Gestion des eaux pluviales en milieu urbain,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure d’analyser et d’apporter un regard critique sur les systèmes de drainage urbain; de proposer des adaptations répondant aux meilleures pratiques de gestion des eaux pluviales ; de concevoir des ouvrages réduisant l’impact du milieu urbain sur l’hydrologie et la qualité de l’eau des bassins versants. Rappels sur la conception de l’égout pluvial, sanitaire et des ponceaux. Modélisations hydraulique et...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.784,351101,2 +PGM105,Gestion des ressources humaines en maintenance,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’identifier les principales pratiques de gestion des ressources humaines (recrutement, évaluation du personnel, santé et sécurité au travail, etc.) et leurs impacts organisationnels, juridiques ou autre;de régler les problématiques typiques de gestion des ressources humaines en maintenance. Effet des pratiques de gestion des ressources humaines dans le secteur de la maintenance. Aspects juridiques. Problèmes de...",2,2024-11-02 01:50:21.510,2024-11-02 01:50:21.786,353402,1 +BIM895,Gestion du cycle de vie de l’information dans l’environnement bâti,"Le cours vise à développer les notions avancées de la gestion de l’information et de son cycle de vie dans l’industrie de la construction et de l’environnement bâti. Il permet de reconnaître les pratiques, les processus et les normes en vigueur pour encadrer ce domaine émergent dans l’industrie de la construction. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de différencier les processus, les pratiques et les outils à l’appui d’une saine gestion de...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.787,349704,2 +SYS840,Graphisme et synthèse d'image,"Acquérir les techniques reconnues de communication interactive graphique et de synthèse d'image. Intégrer ces techniques dans des domaines d'application tels que la conception assistée par ordinateur, la modélisation géométrique structurelle, la réalisation de prototype informatique, la visualisation scientifique, la réalité virtuelle et l'animation par ordinateur. Introduction au processus de synthèse d'image par ordinateur. Matériel et logiciel d'infographie. Normes graphiques...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,353750,2 +GTI778,Infrastructures et services infonuagiques,"Acquérir des notions conceptuelles et pratiques reliées à la conception des infrastructures et des services infonuagiques (cloud computing) pour l’ingénieur en TI. À la fin de ce cours, les étudiantes et les étudiants seront en mesure de : démontrer une compréhension des principes fondamentaux de l’infonuagique et des défis de déploiement des infrastructures et services infonuagiques; concevoir et d’implémenter les infrastructures et les centres de données infonuagiques et de...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,352119,1 +GES860,Innovations et commercialisation internationale : perspectives et méthodes,"au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier et d’interpréter les principaux cadres législatifs, réglementaires et normatifs internationaux;d’appliquer les techniques de bonne gouvernance, de négociation et de prise de décision propres aux fonctions d’internationalisation;d’appliquer les outils d’analyse et de fonctionnement des pôles stratégiques internationaux d’innovation, de production et de commercialisation ainsi que les pratiques...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.789,351011,2 +GES872,"Intelligence économique, éthique et gouvernance internationale","À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser un environnement d’affaires international en fonction des objectifs et des exigences de réussite de projets internationaux d’ingénierie;d’utiliser les notions d’intelligence économique et technologique à des fins de gestion optimale de projets internationaux; de formuler un cadre de saine gestion, de structurer et d’évaluer des pratiques de gestion éthique et de gouvernance de projets. Analyse...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,351033,2 +MEC744,Manipulateurs robotiques,"Ce cours présente les concepts de cinétique directe et inverse, de Jacobien et de dynamique des manipulateurs. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de dériver les équations cinématiques directes pour une architecture de manipulateur sérielle ou parallèle; d’obtenir la représentation en cinématique inverse pour le contrôle d’un manipulateur; d’identifier les particularités d’une architecture et d’une configuration de manipulateur par...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,353042,1 +EEC404,Méthodes et estimation pour les projets industriels,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de décrire les grands complexes industriels et leurs particularités pour l’estimation budgétaire; d'assister des estimateurs d’expérience dans chacun des grands domaines industriels. Spécificités des domaines de la construction industrielle, soit : la pétrochimie, les mines, les pâtes et papier. Particularités de l’estimation liées à la tuyauterie de procédés, aux équipements industriels, aux contrôles...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.792,350199,1 +GES838,Méthodologie d'ingénierie créative : pensée design,"Le cours vise à favoriser la réflexion et le développement personnel afin d’être mieux outillé pour faire appel non seulement à la rationalité, mais aussi aux émotions et à la créativité par le processus de la pensée design. Au terme de ce cours, les étudiantes et les étudiants seront en mesure d’interpréter les principes et la pratique d’un processus de pensée design; de mettre en pratique un processus de pensée design complet; d’appliquer la pensée design dans une...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,350993,2 +GES837,"Méthodologies d’ingénierie créative : TRIZ, ASIT et C-K","Ce cours vise à assurer une formation théorique et pratique en méthodologies d'ingénierie créative et en vue de concevoir et développer des produits, processus et services innovants. Le domaine couvert comprend de la création de concepts jusqu’à la réalisation d’un prototype communicationnel. Au terme de ce cours, les étudiantes et étudiants seront en mesure d'appliquer en particulier ces méthodologies d'ingénierie créative : C-K : cartographier les connaissances d'une...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,350991,2 +GOL670,Maintenance et fiabilité,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances de base en matière de fiabilité, maintenance, disponibilité et sûreté des systèmes. Estimation des paramètres des lois de probabilités régissant les durées de vie et de réparation des systèmes. Modèles d'évaluation de la fiabilité des systèmes. Redondance passive et composée. Fiabilité et disponibilité opérationnelle des systèmes réparables. Théorie de renouvellement. Stratégies optimales...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,351369,1 +SYS824,Modélisation et commande robotique,"Acquérir des notions appliquées à la modélisation des structures cinématiques, au calcul et au contrôle de trajectoire des manipulateurs. Modélisation, cinématique directe, cinématique inverse. Étude dynamique. Transformations cartésiennes des vitesses et des forces. Tenseur d'inertie. Interpolation des trajectoires. Élaboration des commandes motrices. Commande à résolution de vitesse à l'aide du Jacobien. Commande par estimation du couple. Commande adaptative. Robots à...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,353726,2 +SYS812,"Fatigue, endommagement et mécanique de la rupture","Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’identifier les mécanismes à l’origine des changements de propriétés des matériaux imputables à leur sollicitation en fatigue, fatigue corrosion et fluage; de différencier et expliquer les méthodes et les outils permettant de quantifier ces mécanismes; d’élaborer un plan de caractérisation d’un produit manufacturé. Relations entre propriétés des matériaux, microstructures et procédés de fabrication....",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,353708,2 +GIU809,Gestion de l’eau en milieu urbain,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure d’identifier les problématiques reliées à la conception, l’évaluation et la réhabilitation des systèmes d’alimentation en eau et sa distribution ainsi que la collecte des eaux usées dans une ville. Captage et filtration des eaux de surface et souterraines. Critères de conception des réservoirs et des réseaux de distribution d’eau. Évaluation de la performance hydraulique des réseaux d’aqueduc existants....",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.786,351099,2 +GOL711,Gestion de projets dans les produits et services,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de sélectionner, d’organiser, de planifier et d’exécuter un projet en respectant les contraintes notamment de performance, de temps et d’argent. Élaboration de projet : identification, définition de mandat, gestion du risque, analyse de rentabilité, gestion d’envergure, communication. Planification de projet : cahier de charges, estimation, organigramme, CPM-PERT, budget, nivellement de ressources. Réalisation de...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.786,351423,1 +GES811,Gestion et supervision d’équipes en situation de projets,"En contexte de gestion de projet, la dimension humaine, et plus particulièrement, la supervision et l’encadrement du personnel et d’une équipe revêt une place de plus en plus importante dans les organisations visant de hauts standards de performance et d’efficacité. Au terme de ce cours, l’étudiante ou l'étudiant aura les connaissances nécessaires pour optimiser le rendement et la satisfaction de son personnel en orientation directe avec les objectifs recherchés dans la gestion...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,350956,2 +SYS865-H25,Inférence statistique avec programmation R,"Ce cours explore les techniques de régression avancées avec un accent particulier sur les applications en biostatistique et épidémiologie. Le programme comprend, mais sans s'y limiter, la régression logistique, les facteurs de confusion et les modificateurs d'effet, les modèles linéaires généralisés (GLM), l'analyse de survie, les modèles à effets mixtes et les techniques de régularisation telles que la régression Ridge et lasso. Le cours met l'accent sur les applications...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,907942,2 +MGC921-A24,Ingénierie maritime et fluviale,"Ce cours aborde les concepts pratiques en Ingénierie de la construction en zone maritime, estuarienne, côtière et fluviale. Les exemples d’application concernent les ouvrages de génie civil pour la protection vis-à-vis des risques côtiers (submersion, érosion) ou les travaux maritimes dans le secteur portuaire. Les processus physiques d’érosion localisée sur les ouvrages (affouillement) ou généralisée (morphodynamique) sont tout particulièrement décrits dans le cas d’un...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,907871,2 +BIM830,Introduction à la modélisation des données du bâtiment (BIM),"Objectifs : initier l’étudiante ou l'étudiant au processus BIM (Building Information Modeling) à l’utilisation des principaux logiciels associés au BIM ainsi qu’à la planification et le suivi de la production de la maquette virtuelle; maîtriser les principaux concepts et principes d’application du BIM. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de différencier les différents usages du BIM et les technologies qui leur sont associées; de créer des...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.789,349692,2 +GES866,Intervention systémique en entreprise,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : ‒ d’agir comme intervenant pour la résolution de problèmes (stratégiques et opérationnels) systémiques en entreprise; ‒ d’appliquer des modèles pertinents pour la résolution de problèmes systémiques en entreprise; ‒ de concevoir des interventions systémiques. Types d’intervention : docteur, expert, accompagnement; perspectives systémiques : structurelle, fonctionnelle, interprétative, coercitive,...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,351023,2 +ENT805,Marketing entrepreneurial,"Ce cours vise à initier les étudiantes et les étudiants aux connaissances en marketing entrepreneurial et à les outiller en matière de stratégies pour attirer des clients potentiels. Au terme de ce cours, l’étudiant ou l’étudiante sera en mesure de : décrire les spécificités du marketing dans un contexte de jeune pousse (start-up); identifier des besoins et de développer des stratégies en vue de créer des opportunités; illustrer les liens entre les besoins du marché et la...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,398731,2 +GCI101,L'informatique et la construction,"Au terme de ce cours, l’étudiante ou l’étudiant sera familier avec l'utilisation de logiciels d’application en estimation, planification, gestion et contrôle des projets de construction. Le cours offre également une introduction sur les méthodes et les langages de programmation. Structure et fonctionnement d'un ordinateur, composantes, unités périphériques, mémoire et réseaux. Gestionnaire de bases de données, langages de script et langages de programmation. Exercices...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,350892,1 +MEC785,Méthodologie de conception pour la fabrication et l’assemblage,"L’objectif général de cours consiste à apprendre à concevoir ou modifier un produit ou une machine en vue d’améliorer son efficacité ou réduire les difficultés et coûts de fabrication. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure de : d’appliquer des techniques analytiques pour concevoir un produit ou pour modifier un produit existant afin d’améliorer son efficacité et réduire les difficultés et les coûts de fabrication; de choisir judicieusement un...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,353109,1 +SYS863-A24,Machine Learning Techniques for the Analysis of Biomedical Signals,"This course aims to equip students with the knowledge and skills required to apply artificial intelligence techniques to solve healthcare problems. The emphasis will be on the use of machine learning techniques for analyzing physiological signals to detect and diagnose diseases, predict health-related events, and estimate and characterize health parameters. To achieve this objective, the course will cover the proper techniques for processing biomedical signals, which are essential for the...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,907928,2 +AER400,Mécanique du vol et performance avion,"Au terme de ce cours, l’étudiant sera en mesure de : décrire les principes fondamentaux régissant le vol d’un aéronef, développer les équations du mouvement d’un aéronef, calculer l’équilibrage et déterminer les enveloppes de vol, modéliser le comportement et analyser la stabilité d’un aéronef, analyser les performances d’un aéronef à hautes et basses vitesses, prédire les trajectoires d’un aéronef et calculer les conditions optimales de vol en croisière....",4,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,911876,1 +QUA192,Fiabilité et maintenance industrielle,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les principes de base en matière de fiabilité, disponibilité et logistique de maintenance, maintenabilité, avec applications reliées à la qualité. Introduction : qualité versus fiabilité, concept de disponibilité et de fiabilité, relations fondamentales et distribution de probabilité utilisées en fiabilité. Techniques d'analyse : domaine d'application et modélisation, analyse combinatoire, théorème de Bayes,...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,353492,1 +MGC844,Géotechnique routière et structures spéciales,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’évaluer les impacts de la nature des sols en tant qu’assise des voies de circulation terrestre ; de planifier des campagnes d’investigation géotechnique des infrastructures;de calculer la dimension des structures d’assises spéciales;de déterminer la durée de vie résiduelle d’une structure à partir d’essais in situ;d’utiliser des outils informatiques pour réaliser leurs calculs. Notions de transfert de...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.786,353212,2 +GPE450,Gestion du personnel et relations industrielles,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des connaissances théoriques et sera en mesure de les appliquer à la gestion de ressources humaines dans les entreprises et aux relations de travail dans le contexte québécois et canadien, et d’appliquer des outils de gestion efficaces et adaptables aux situations particulières des organisations. À la fin de ce cours, l’étudiante ou l’étudiant sera en mesure : d’expliquer l’importance et les enjeux des...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.787,351827,1 +GPA434,Ingénierie des systèmes orientés-objet,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : analyser des problématiques multidisciplinaires; concevoir des solutions d'ingénierie à l'aide de méthodologies industrielles; et réaliser des systèmes orientés-objet évoluant dans un environnement automatisé. Modélisation des systèmes d’automatisation. Modélisation Agile : valeurs, principes, pratique. Technologie orientée-objet : analyse de problématiques industrielles et modélisation de systèmes...",4,2024-11-02 01:50:21.512,2024-11-02 01:50:21.787,351531,1 +LOG750,Infographie,"Acquérir des connaissances de base en infographie 2D et 3D. Production et affichage d'images par ordinateur. Représentation numérique de la couleur et des images. Transformations affines et projections. Coordonnées homogènes. Changement de systèmes de coordonnées. Primitives graphiques telles que : modèles polygonaux, courbes et surfaces paramétriques. Graphe de scène et hiérarchie d'objets. Caméra synthétique et visualisation tridimensionnelle. Élimination des parties cachées....",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,352587,1 +PRE012,Initiation à la santé et sécurité au travail,"Cette activité vise à initier les étudiantes et les étudiants à la santé et sécurité en milieu de travail (SST). Au terme de cette activité, l’étudiante ou l’étudiant sera en mesure de : comprendre l’organisation et le cadre législatif en matière de SST au Québec; reconnaître les ressources disponibles; reconnaître les principaux risques rencontrés sur les lieux de travail, les mesures de prévention associées à ceux-ci et leurs conséquences potentielles sur les...",1,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,353446,1 +ATE100,Intégrité intellectuelle,"L’atelier ATE100 doit être réussi dès la première session d’inscription. À la fin de cet atelier, l’étudiante ou l'étudiant sera en mesure : de distinguer son discours et ses idées personnelles de celles d’autrui; d’introduire correctement dans ses textes le discours, les idées, les graphiques ou autres éléments tirés d’autres ouvrages ou sites et d’en identifier la source. Plagiat et sanctions. Responsabilités morale et légale. Types de citations. Règles...",0,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,349682,1 +AER600,Introduction à l’aérospatiale,"Ce cours vise à donner une vue d’ensemble de la conception d’un aéronef, incluant la structure, le système de propulsion et l’avionique ainsi que du processus de certification. A la fin de ce cours, l'étudiante ou l‘étudiant sera en mesure :d’effectuer une conception préliminaire d’un aéronef;d’analyser les notions d’intégration des différents systèmes d’un aéronef;de réaliser une analyse de compromis;de déterminer les différents paramètres de performance...",3,2024-11-02 01:50:21.514,2024-11-02 01:50:21.791,349654,1 +MAT144,Introduction aux mathématiques du génie (hors programme),"Réviser les mathématiques de base comme outil d’analyse et de modélisation en ingénierie. S’initier aux dérivées et à leurs applications. Algèbre des nombres réels. Plan cartésien. Équations et inéquations du premier degré. Fonctions et graphe : fonctions polynomiales, rationnelles, exponentielles et logarithmiques. Notions élémentaires de géométrie, cercle, ellipse. Trigonométrie, fonctions trigonométriques et leur réciproque. Notion de variation. Taux de variation et...",4,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,352617,1 +SYS857,Matériaux composites,"Étudier le comportement mécanique des matériaux composites et le développement des outils nécessaires à l’analyse et à la conception des structures mécaniques en stratifiés et sandwiches. Modélisation du comportement élastique des stratifiés et des sandwiches : théorie classique des stratifiés, influence de l'empilement des plis, étude des matériaux à renfort tissu, influences de la température et de l'humidité, prise en compte du cisaillement transverse, théorie des...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,353764,2 +GOL740,Logistique inverse et développement durable,"Au terme de ce cours, l’étudiante ou l’étudiant sera familier avec un ensemble de concepts et de techniques quantitatives de la gestion de la chaîne logistique pouvant contribuer au développement durable et à l’économie circulaire. Le contenu porte principalement sur : les dimensions économiques, environnementales et sociales de la logistique durable, l’analyse du cycle de vie, les principes de l'économie circulaire, la conception du réseau logistique durable, le recyclage et...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,351463,1 +MGL842,L’ingénierie de la qualité du logiciel,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’analyser les exigences de haut niveau (d’affaires); d’en extraire les exigences qualité; de les transformer en cibles quantitatives de qualité et de les intégrer à l’intérieur d’un processus d’implantation de la qualité du logiciel. Concepts et méthodes d’ingénierie de la qualité du logiciel. Modèles et processus permettant d’identifier, définir et formaliser les exigences qualité, les processus...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,353254,2 +GSY500,Maîtrise statistique des procédés,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis les principes, les outils et techniques de contrôle et d’amélioration statistique de la qualité, des procédés et des services. Historique et évolution de la qualité. Problématique de gestion de la qualité. Types de contrôle. Maîtrise et amélioration des procédés. Analyse de processus. Technique de diagnostic des défauts. Cartes de contrôle (X, R, p, np, C, etc.). Indices de capacité de procédé CpkCm. Cartes de...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.794,351867,1 +GES863,Financement de l’innovation : de l’idée au marché,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser les concepts de financement des diverses phases d’un projet d’innovation;d’identifier des programmes et outils de montage financier spécifiques;de déterminer les nombreuses étapes et activités de la chaîne d'innovation soutenue par un financement fiable et adéquat;d’identifier et analyser les programmes de financement disponibles;d’élaborer un projet de financement détaillé en jumelant...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,351017,2 +TEL147,Formation de certification en réseautique,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser et d'appliquer les notions de base des réseaux, particulièrement les protocoles des réseaux, les réseaux locaux et étendus, les modèles OSI et IP; de planifier le câblage, de programmer et configurer les routeurs; d’accéder à la certification à laquelle donne lieu la formation CCNA (Cisco Certified Network Associate) de CISCO. Le réseau Ethernet et les réseaux TCP/IP avec configuration de...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,354010,1 +MTI825,Gestion des services TI,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’analyser les besoins en services TI; de spécifier les services TI requis; d’élaborer un cadre de gestion de services TI. Fourniture des services des TI (Service Delivery); soutien des services aux TI (Service Support); gestions des infrastructures TI; spécification et gestion des niveaux de services; gestion des services TI dans un mode d’impartition. Services TI et sécurité informatique. Introduction à...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.786,353324,2 +GIA410,Gestion et économie des projets d’ingénierie,"Description du cours Concepts de base de la gestion de projet et compréhension des concepts et techniques de la gestion de projet. Cycle de vie du projet, projet interne et projet externe. Rôle de la direction générale de projet, intégration et structure organisationnelle. Gestion du contenu de projet, définition de l’organigramme des tâches (WBS). Gestion de l’échéancier, méthode CPM, diagramme de Gantt. Gestion des coûts, techniques d’estimations de coûts, arbitrage...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,351059,1 +GOL720,Implantation de systèmes intégrés de gestion d’entreprise,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de comprendre la technologie et l’intégration des processus au sein d’un système intégré de gestion d’entreprise (ERP) et de comprendre toutes les activités nécessaires pour implanter ce type de solution au sein d’une entreprise. Technologies des systèmes ERP : architecture, modules, environnement de déploiement, configuration, programmation, sécurité, autorisations et solutions SAP. Préparation de projet...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.788,351437,1 +GTS814,Ingénierie des aides techniques,"Approfondir les connaissances sur les aides techniques utilisées pour pallier des incapacités dans le domaine de la mobilité, de la vision, de l’audition et de la communication. Définition des aides techniques. Modèle théorique des aides techniques. Classification internationale des déficiences, incapacités et handicaps. Introduction à l’ingénierie de la réadaptation, à la téléréadaptation, à la réadaptation robotique, à la réalité virtuelle et à la réalité...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,352211,2 +GES865,Intégration des pratiques de gestion de l’innovation,"Au terme de ce cours d’intégration, l’étudiante et l'étudiant sera en mesure : - d'expliquer les principaux fondements et défis de la gestion de l’innovation; - d'employer et adapter les meilleures pratiques stratégiques de gestion de l’innovation selon les caractéristiques et les besoins de tous types d’entreprises (entreprises en démarrage (start-up), PME, grandes entreprises) et d’organisations (privées, publiques); - de jouer un rôle accru d’agent de changement au...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.789,351021,2 +LOG680,Introduction à l'approche DevOps,"L’approche DevOps vise à intégrer les différents aspects liés au cycle de vie des systèmes logiciels, incluant le développement et les opérations, pour accroître l’agilité des entreprises, tant au niveau technique qu’au niveau affaires. Ce cours aborde les concepts de base de DevOps, notamment sa philosophie, son flux de travail, ses méthodes d’analyse et de surveillance, et ses outils. Nous discuterons aussi des défis associés à l’implémentation et l'évolution d’une...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,352539,1 +MTR890E,Master's Thesis,"The thesis completes the Master’s Program for students who choose a progression including five courses. This integrates the student’s knowledge and puts it to practical use in a development and technology transfer project raising complex engineering problems. This activity can be carried out in an industrial environment or in ÉTS’ own laboratories, in collaboration with industry. The project includes a set of activities carried out under the direction of a professor: bibliographic...",30,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,389279,2 +MEC557,Méthodes expérimentales en thermofluide,"Ce cours vise à exposer les problématiques relevant de l’utilisation de méthodes expérimentales en mécanique des fluides, en thermodynamique ou en transfert thermique. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure :de sélectionner les instruments de mesure et les chaînes d’acquisition les plus appropriés pour une application expérimentale en thermo-fluide;d’utiliser le vocabulaire technique juste permettant d’interagir efficacement avec du personnel...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,352852,1 +GCI320,"Lois, codes et normes en construction","À la suite de ce cours, l’étudiante ou l’étudiant sera en mesure : de comprendre les aspects juridiques de la construction; d’appliquer des codes et les systèmes de normes nationales et internationales. Aspects juridiques : notions fondamentales, système juridique, système législatif. Codes : code national du bâtiment, code incendie, zonage. Normes : système canadien des normes, système international, essais de certification, types de normes, pertinence et utilisation des...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,350908,1 +MGL869-A24,L’ingénierie de mise en production des versions logicielles," L’objectif du cours est d’introduire les étudiants à l'ingénierie de mise en production de nouvelles versions logiciel et des méthodes avancées appliquées à ce domaine. L’ingénierie de mise en production est la discipline de la configuration, l’intégration, la construction (build), le déploiement et la publication de nouvelles versions logiciel ainsi que la collecte et l’analyse de la télémétrie. L'ingénierie de mise en production est une partie fondamentale du monde du...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,907882,2 +MEC729,Mécanismes et dynamique des machines,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure d’analyser et de concevoir des mécanismes en tenant compte des aspects cinématiques et dynamiques. À la fin de ce cours, l’étudiante ou l’étudiant sera en mesure : d’analyser les caractéristiques cinématiques et cinétiques d’un mécanisme; de concevoir un mécanisme devant exécuter un mouvement donné ou transmettre une force; de choisir les modifications nécessaires pour obtenir une transmission optimale...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,352980,1 +BIM810,Fondements de la transformation numérique en construction,"Développer, par l’intermédiaire de lectures, d’analyses de textes scientifiques, de références et conférenciers renommés dans le domaine de l’innovation et des technologies en construction, une compréhension des enjeux et motifs de la transformation numérique dans la construction. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de maîtriser les fondements théoriques, les enjeux et l’évolution des méthodes de gestion de la construction; d’utiliser des...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,349688,2 +GES804,Gestion de portefeuille de projets,"La réalisation de projets permet aux organisations de développer des produits et services et de générer des changements. Ces changements permettent d’assurer la pérennité de l’entreprise en créant de l’innovation ou en réalisant son entretien préventif et curatif. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de concevoir et d’implanter un processus de bout en bout de gestion de portefeuille de projets efficace ; d’expliquer l’importance de la vision,...",3,2024-11-02 01:50:21.509,2024-11-02 01:50:21.786,350948,2 +GIU808,Gestion et optimisation du transport urbain,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure d’identifier et d’analyser les différents moyens de transport urbain ; de poser un diagnostic sur la gestion et l’optimisation du transport multimodal dans une ville. Moyens de transport urbain. Optimisation en fonction de la mobilité, le coût, la sécurité, l’accessibilité et les impacts environnementaux (qualité de l’air, bruit, etc.). Maintien de la circulation. Congestion routière urbaine. Partage de la...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,351097,2 +GTI411,Imagerie numérique,"Ce cours vise à développer les connaissances théoriques et pratiques nécessaires à l’acquisition, la création et la manipulation d’images et graphiques 2D. Au terme de ce cours, les étudiantes et les étudiants seront en mesure de maitriser et appliquer les techniques, méthodes et algorithmes nécessaires à un ingénieur en TI pour concevoir de logiciels d’acquisition, de création et de manipulation d'images et graphiques 2D. Les sujets abordés incluent entre autres :...",4,2024-11-02 01:50:21.511,2024-11-02 01:50:21.788,351929,1 +MGL869-H25,Ingénierie de lignes de produits logiciels,"Ce cours présente les principes de l’ingénierie de lignes de produits logiciels (LPLs). Les LPLs permettent l’identification et la gestion efficace des variations et des similitudes de systèmes de logiciel. Les avantages principaux des pratiques de LPLs sont une meilleure réutilisation du code et de tous les artefacts de développement de logiciel, une capacité de customisation de logiciel plus forte et une réduction du temps de livraison sur le marché des logiciels. Les LPLs ont...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,908593,2 +GTS615,Instrumentation biomédicale,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des connaissances relatives aux systèmes physiologiques du corps humain en fonction de signaux qui pourraient être mesurés électriquement et sera en mesure de faire une modélisation schéma-bloc des différents systèmes. Principes fondamentaux de l’instrumentation biomédicale. Signaux bioélectriques et électrodes pour l’acquisition des signaux ECG, EEG et EMG. Transducteurs physiologiques (pression, température,...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.789,352185,1 +INF155,Introduction à la programmation,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des connaissances de base solides de l’algorithmique et de la programmation qui lui permettront de solutionner des problèmes reliés à sa discipline. Plus spécifiquement, il aura fait l’apprentissage de méthodologies lui permettant d’aborder la programmation avec aisance, la conception d’algorithmes pour résoudre des problèmes de nature scientifique et la traduction de ces algorithmes en langage C. Mémoire et...",4,2024-11-02 01:50:21.514,2024-11-02 01:50:21.790,352371,1 +ENT202,Introduction à l’entrepreneurship,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de comprendre le rôle de l’entrepreneur technologique; d'identifier les composantes stratégiques d’un secteur industriel; de définir les composantes d’un modèle d’affaires; de reconnaître les facteurs de succès des entreprises entrepreneuriales; de connaître les grandes fonctions de l’entreprise; d'évaluer la place qu’il peut occuper à l’intérieur d’une équipe de fondateurs. Rôle des entrepreneurs...",3,2024-11-02 01:50:21.514,2024-11-02 01:50:21.792,350800,1 +SYS861-H25,Laser et optique appliquée,"Introduction aux principes fondamentaux et aux applications des sources laser, des instruments optiques et optoélectroniques associés à la détection de la lumière, en mettant l'accent sur les applications. Principes de base des lasers : milieu amplificateur, pompage, cavité, propriétés de la lumière laser. Optique : propriétés de la lumière : cohérence, interférence, diffraction et polarisation. Mesure de la lumière : photodétecteurs, amplificateurs de transimpédance....",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,907922,2 +MGR880-H25,Les nouvelles technologies de l'information et des communications,"À la fin de ce cours l’étudiante ou l'étudiant sera en mesure : d’analyser les spécifications technologiques associées aux réseaux sans fil; de démontrer les principes fondamentaux reliés à la conception, l’analyse de performance et le contrôle des réseaux sans fil; d’appliquer ces principes à la résolution de problématiques de conception et d’analyse de réseaux sans fil.",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,907888,2 +QUA181,Métrologie et essais non destructifs,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les notions de base et les techniques fondamentales concernant les mesures dimensionnelles et géométriques et les essais non destructifs. Tolérance dimensionnelle et géométrique; définitions, présentation détaillée de la norme ANSI Y 14.5M. Tolérances de forme, de position et d'orientation. Types et caractéristiques des instruments et appareils de mesures, erreurs de mesurage, calibration et vérification, niveaux...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,353484,1 +MEC634,Mise en forme des alliages : expérimentation et simulation,"Ce cours permet aux étudiantes et étudiants d’approfondir leurs connaissances et leur compréhension de différents procédés de mise en forme utilisés dans l’industrie. Ils pourront acquérir des connaissances sur l’évolution de la microstructure; les principes de conception d’outils de formage; la simulation des procédés de mise en forme. Au terme de ce cours , l’étudiante ou l'étudiant sera en mesure : de considérer, pour un procédé de formage donné, l’influence des...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,352918,1 +SYS865-É25,Mechanical and industrial characterization of metallic materials and their composites,"Course to be given in English, online. To enable the student to analyze the physical and mechanical behavior of engineered materials in relation with their production and shaping methods to support the design of new components and machines. To achieve this objective, the following topics will be covered: 1. An overview of the parameters controlling the properties of metallic materials (such as aluminum, copper, steels and composites) will be reviewed. 2. Methods for determining elastic and...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,909135,2 +MTI830,Forage de textes et de données audiovisuelles,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’expliquer le fonctionnement des techniques de forage de textes et de données audiovisuelles; de choisir une approche de forage en fonction des besoins de l’application; d’évaluer les approches de techniques de forage. Introduction à la théorie et aux techniques de forage de textes et de données audiovisuelles. Systèmes de recherche d'information textuelle et de documents audiovisuels; indexation efficace de...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.785,353326,2 +MGC857,Ingénierie des coûts des projets de construction,"Ce cours vise à comprendre les techniques d’estimation des coûts des projets de construction. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : expliquer les facteurs influençant les coûts; effectuer des estimations préliminaires; décrire les méthodes d’estimation à prix forfaitaire et à prix unitaire; nommer les étapes d’une soumission; expliquer l’interrelation entre la planification et les coûts de réalisation; effectuer des simulations reliées...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.787,412712,2 +GPA782,Hydraulique et pneumatique,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances et les moyens nécessaires pour analyser et concevoir des circuits hydrauliques et pneumatiques fréquents dans les applications industrielles. Propriétés des fluides. Lois fondamentales de l'écoulement des fluides. Nomenclature des composants hydrauliques. Classification des pompes et des moteurs volumétriques. Inventaire et fonctions des vérins, des valves, des amplificateurs de pression, des...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.788,351773,1 +GTS802,Ingénierie avancée des systèmes humains,"Approfondir les notions de physiologie et d’anatomie fonctionnelle. Système musculosquelettique : modèles musculaires, physiologie de l’exercice, ingénierie tissulaire de l’os, du cartilage et des muscles, stabilité posturale. Système nerveux : système visuel, systèmes moteurs et somato-sensoriels, capteurs cerveau, cervelet, temps de réaction. Système cardiovasculaire : hémodynamique du cœur, des valves cardiaques, et de la microcirculation, cœur artificiel, pression sanguine...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,352203,2 +MGC821,Innovation en gestion de projets de construction,"Ce cours vise à initier à des sujets d'intérêt majeur dans le domaine du génie de la construction en acquérant des notions sur les derniers développements technologiques dans des domaines de pointe et en abordant des sujets particuliers dans différentes spécialités du domaine. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de conceptualiser l’innovation en gestion de projets aux plans national et international; d’expliquer le rôle des clients, des...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.789,353189,2 +SYS818,Intelligence artificielle en imagerie médicale,"Ce cours vise à présenter les bases de l'apprentissage automatique profond et des réseaux de neurones convolutifs (CNN) avec application à l'analyse d'images médicales. Accent mis sur les données d'images non photographiques et multicanaux, l'échographie, la tomodensitométrie (CT) et l'imagerie par résonance magnétique (IRM). Il intègre les tâches telles que la détection, la segmentation, la classification et l'analyse de groupe. À la fin du cours l’étudiante ou l'étudiant...",4,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,353720,2 +INF136,Introduction à la programmation en Python,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : expliquer le fonctionnement d’un programme informatique et décrire l’architecture de base d’un micro-ordinateur; résoudre des problèmes de nature scientifique et liés au génie en décomposant le problème en sous-problèmes et en proposant des algorithmes de résolution; implémenter des opérations matricielles et vectorielles; développer et implémenter des algorithmes simples. Structure d’un programme,...",4,2024-11-02 01:50:21.513,2024-11-02 01:50:21.791,352359,1 +GES816,Méthodes et systèmes d’investissement,"Ce cours vise à offrir aux étudiantes et aux étudiants une vue d’ensemble des méthodes d’investissement et d’analyse des marchés. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’appliquer judicieusement les méthodes traditionnelles d’évaluation de la tendance des prix des actions; de déterminer le moment optimal des décisions d’entrée et de sortie;de maîtriser les outils analytiques et informatiques courants dans le domaine de l’investissement...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.792,350960,2 +GOL681,Méthodes quantitatives avancées,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de modéliser et de résoudre les problèmes d’optimisation de contexte divers en génie des opérations et de la logistique. Modélisation en recherche opérationnelle : modélisation de situations pratiques en vue de leur traitement par les méthodes d’optimisation exactes et approchées. Cas particuliers pour lesquels il existe des algorithmes simples : transbordement, transport, affectation, chemin le plus court, arbre...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,351399,1 +GCI102,L’informatique et la construction,"Ce cours vise à offrir les connaissances de base en logiciels d’application en gestion de projets de construction. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure d'utiliser sommairement des logiciels d'application en estimation, planification, gestion et contrôle des projets de construction; de décrire les méthodes et les langages de programmation. Structure et fonctionnement d'un ordinateur, composantes, unités périphériques, mémoire et réseaux. Gestionnaire de...",2,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,910468,2 +ELE794,Microsystèmes électromécaniques,"Analyser, modéliser et concevoir des microsystèmes électromécaniques pour utilisation dans plusieurs applications de capteur et d’actionneurs. Introduction aux microsystèmes électro-mécaniques utilisés dans les systèmes radiofréquences, optiques et les dispositifs intelligents. Considérations physiques, mécaniques et électriques. Mécanismes de transduction. Circuits d’interfaçage pour microsystèmes électromécaniques. Méthodologie de conception : modélisation, simulation...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,350709,1 +MEC788,Mécatronique,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’appliquer différentes techniques de modélisation et de simulation pour décrire des systèmes dynamiques; /li> d’analyser les performances et la stabilité d'un système dynamique; de concevoir et ajuster les paramètres de systèmes de commande continue PID; de sélectionner et d’intégrer les composantes d'un système de commande (capteurs, système de commande et actionneurs) de façon à pouvoir commander...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,353123,1 +SDE886-H25,Photonique quantique,"Ce cours introduit les principes fondamentaux de la photonique quantique. En particulier, la description des états quantiques, leur génération par des processus optiques ainsi que leur mesure et leur caractérisation. Les applications en communication quantique (p. ex. protocoles de cryptographie quantique et répétiteurs quantiques) et dans les capteurs quantiques sont aussi étudiées sous les angles théorique et pratique. Des séances de laboratoire employant des fibres optiques,...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.794,907907,2 +CTN626,Génie de l'environnement,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : reconnaître la spécificité du génie de l’environnement vis-à-vis des sciences de l’environnement; intégrer le développement durable dans sa pratique; juger de l’importance du génie de l’environnement sur la protection de la santé publique et de l’environnement; de définir et expliquer les approches de traitement pour la production d’eau potable, d’épuration des eaux usées, la réhabilitation des...",3,2024-11-02 01:50:21.508,2024-11-02 01:50:21.786,349920,1 +GES855,"Gestion de l’information, veille et prise de décision stratégique dans un contexte d’innovation","Présenter l’importance de l’information et de la gestion de l’information en contexte de projets d’innovation, en processus de veille stratégique et en gestion des connaissances. Dans ces contextes, l’information doit être de qualité (fiable, pertinente, à jour, de haut niveau), accessible en tout temps et partagée, même entropique. Seules de bonnes méthodes de gestion et de traitement de l’information et des outils appropriés de partage permettent d’atteindre ces...",3,2024-11-02 01:50:21.509,2024-11-02 01:50:21.786,351007,2 +GES822,Gouvernance des TI et architectures d’entreprises,"Les TI sont une composante importante et à part entière de toutes les organisations. Le fonctionnement, la performance et l’évolution des organisations sont intimement liés à la qualité et au dynamisme de leurs systèmes informatiques. Ce cours a pour objectif de couvrir les pratiques dans les deux domaines de connaissances arrimés intimement à la gestion stratégique des TI en entreprise : la gouvernance des TI et l’architecture d’entreprise. À la suite de ce cours,...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,350970,2 +ELE667,Hyperfréquences I,"Au terme de ce cours, l'étudiante ou l'étudiant sera initié à la théorie de transmission des lignes et phénomènes inhérents aux hyperfréquences. Caractéristiques d'une ligne de transmission. Utilisation de l'abaque de Smith. Adaptation des lignes de transmission. Phénomènes transitoires dans une ligne de transmission. Définition et utilisation des paramètres S. Paramètres S d'un transistor et adaptation d'impédance du transistor. Principes de conception d'un amplificateur....",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.788,350453,1 +GOL661,Ingénierie de la sécurité et des risques,"Au terme de ce cours, l’étudiante ou l’étudiant sera familier avec les composantes d’un système global de sécurité d’entreprise. Historique et évolution de la prévention des pertes. Considérations juridiques. Démarches et outils statistiques permettant de gérer la sécurité d’une entreprise. Quatre blocs distincts forment ce cours, soit : la sécurité des biens et des installations (cartes d’accès, clôtures, éclairage, télévisions en circuit fermé, détecteurs de...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,351355,1 +GES809,Innovation chirurgie II,"Cours réservé aux étudiants admis au microprogramme en innovation en chirurgie. Ce cours constitue la suite du cours Innovation chirurgie I. Les étudiantes et les étudiants devront réaliser les étapes suivantes : validation du concept initial (propriété intellectuelle, réglementations et régulations canadiennes, matériaux, production) et identification des hypothèses du modèle d’affaires et validation de celles-ci; conception du prototype et validation avec les acteurs...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.789,350952,2 +GTI745,Interfaces utilisateurs avancées,"À la suite de ce cours, l'étudiante ou l'étudiant sera en mesure : de concevoir et de développer des interfaces utilisateurs avancées, expérimentales ou non conventionnelles; d'incorporer des techniques récentes et des fonctionnalités interactives novatrices à la conception d'un système; de mesurer et analyser de façon quantitative la performance humaine avec une interface donnée. Notions avancées en interaction humain-machine. Styles et techniques d'interaction expérimentaux ou...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,352057,1 +GPA745,Introduction à l’avionique,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure d’interpréter l’ensemble des connaissances de base dans le domaine de l’électronique appliquée à l’aéronautique et de résoudre des problèmes existants d’avionique. Introduction aux éléments de base en aérodynamique : notion de base, classification des avions, équations de mouvement d'un avion, commandes latérale et longitudinale. Introduction aux méthodes et aux éléments de la cabine de pilotage....",3,2024-11-02 01:50:21.514,2024-11-02 01:50:21.792,351681,1 +AER760,Introduction aux systèmes spatiaux,"Au terme de ce cours, l’étudiant sera en mesure de : comprendre les caractéristiques d’une mission spatiale et de l’environnement spatial, utiliser l’information spatio-temporelle et choisir une orbite en fonction des besoins de la mission. Processus de sélection d’un senseur pour une mission donnée. Processus de sélection d’un lanceur. Caractérisation des environnements variables autour de l’engin spatial lors du lancement, définition d’un système de contrôle...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,912174,1 +AER735,Matériaux et procédés de fabrication en aérospatiale,"Au terme de cette activité, l’étudiant sera en mesure de connaître la mise en application des matériaux composites, alliages à haute résistance, alliages d’aluminium structuraux, alliages résistants à la corrosion, alliages résistants à l’oxydation, alliage haute température. Procédés d’application et de transformation, propriétés mécaniques, physiques et résistance chimique. Étude de divers plastiques, scellants, caoutchoucs, adhésifs, peintures, etc. Conception de...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,912164,1 +SYS863-H25,L’infonuagique pour la transformation numérique,"Ce cours vise à sensibiliser les étudiantes et les étudiants à l'importance croissante des technologies infonuagique dans la transformation numérique des industries. Il cherche à fournir une compréhension approfondie des fondamentaux de l’infonuagique, des meilleures pratiques de migration, de gestion, et de sécurité des systèmes infonuagique. Les étudiantes et les étudiants apprendront également à appliquer ces technologies dans des contextes industriels, en mettant l'accent...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,907930,2 +CTN504,Mécanique des sols,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer les processus mécaniques et hydrauliques ayant lieu dans les sols et de les interpréter dans un cadre d’application géotechnique; de mesurer les paramètres pertinents à la quantification des processus mécaniques et hydrauliques dans les sols et d’utiliser ces paramètres dans la conception des aspects géotechniques des ouvrages de génie; d’organiser et analyser les données expérimentales et...",4,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,349868,1 +GOL701,Management,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances et les attitudes relatives à la compréhension du management. Définir la nature du management, les processus d’organisation, de direction, de contrôle et de coordination. Leadership, organisation, communication, environnement et apprentissage. Durant les séances de travaux pratiques, les concepts introduits durant le cours sont repris plus en détail et sous forme appliquée.",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.794,351411,1 +BIM840,Gestion des projets par modélisation des données du bâtiment (BIM),"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de planifier et de gérer les flux de travail et d’information pour la production des maquettes numériques en fonction des usages identifiés par l’équipe de projet. Il se familiarisera avec les deux principales approches pour la gestion des projets BIM, soit l’approche traditionnelle consistant à l’élaboration d’un plan de gestion BIM et son suivi, ainsi que l’approche émergente de l’utilisation de flux...",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.785,349694,2 +QUA142,Gestion et amélioration de la qualité,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les principes, les techniques et les outils modernes de la gestion intégrale de la qualité. Introduction : définitions, cycle de produit ou service, enjeux de la qualité totale. Stratégies d’amélioration de la qualité, approche japonaise, Deming, Juran et Crosby. Organisation de la fonction qualité dans l'entreprise. Facteurs humains dans la gestion de la qualité : motivation et ses préalables, gestion participative....",3,2024-11-02 01:50:21.510,2024-11-02 01:50:21.787,353462,1 +IND235,Graphes et algorithmes,"Ce cours vise à expliquer des notions de la théorie des graphes et des algorithmes qui s’y rattachent. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : utiliser la théorie des graphes pour représenter et résoudre des problèmes de nature algorithmique ; expliquer la notion de classes de complexité ; choisir la technique algorithmique appropriée en fonction du contexte ; implémenter de manière efficace des algorithmes de la théorie des graphes. Analyse de la...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.787,352261,1 +MAT321,Informatique et statistiques appliquées,"Au terme de ce cours, l’étudiante ou l’étudiant sera initié aux concepts mathématiques et aux outils informatiques de base reliés au domaine du contrôle des procédés et de la gestion. Probabilités et statistiques : statistiques descriptives. Calcul de probabilités, probabilités conditionnelles, indépendance et fiabilité de systèmes. Variables aléatoires et modèles classiques : lois binomiale, hypergéométrique, de Poisson et normale. Échantillonnage et estimation de...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,352663,1 +DST801,Initiation à l’univers technologique,"Nature et domaines de la technologie. Relation entre sciences et technologie. Fabrication des objets techniques. Historique et évolution et rapport avec l’économie. Démarche d’analyse d’un objet technique : ses composantes, sa structure, ses fonctions, son fonctionnement en lien avec le savoir scientifique, ses répercussions sociales, économiques et environnementales. La valeur, la science et la technologie. Visites industrielles ou de laboratoires dans le but de stimuler...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,350181,2 +DST202,Intégration science et technologie,"Nature et domaines de la technologie. Matériaux, structures et forces. Mécanismes et mouvements. Transfert de chaleur. Analyse du fonctionnement d’objets techniques. Cycles de vie d’un objet technique. Visites industrielles ou de laboratoires dans le but de stimuler l’intérêt pour la conception et la réalisation d’objets techniques. Séances de travaux pratiques et de laboratoires portant sur l’analyse d’objets techniques et la résolution de problèmes techniques. ",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,350167,1 +MEC757,Introduction à l’aérodynamique,"À la fin du cours l’étudiante ou l'étudiant sera en mesure : d’expliquer les principes de base qui gouvernent la portance et la traînée des corps aérodynamiques;d’évaluer la portance et la traînée d’un profil aérodynamique;d’évaluer la portance et la traînée d’une aile de géométrie simple;d’appliquer certains outils d’aérodynamique numérique à la conception d’ailes simples. Rappel des équations de la dynamique des fluides : équations de Navier-Stokes,...",3,2024-11-02 01:50:21.514,2024-11-02 01:50:21.790,353076,1 +ENT601,Marketing et ventes,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : - de comprendre l’étendue de la fonction marketing dans l’entreprise; - de développer des produits en associant les clientèles potentielles; - de concevoir et d'appliquer des méthodes de vente et de communication; - d'évaluer adéquatement le coût de la commercialisation. Il aura développé la capacité de mesurer l’avantage du produit pour le client et ce, de façon chiffrée. Il comprendra les processus...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,350816,1 +LRC110,Leadership et responsabilité collective,"Ce cours vise à doter la future ingénieure ou le futur ingénieur d’une vision globale de l’environnement dans lequel elle ou il évoluera. Ce cours vise aussi à la ou le préparer à assumer un rôle de leadership sur le marché du travail, et ce, dans un contexte où l’action de tous les acteurs (privés, publics, parapublics) est nécessaire pour favoriser la croissance économique et assurer une incidence socio-environnementale positive. Au terme de ce cours, l’étudiante ou...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,352609,1 +MAT210,Logique et mathématiques discrètes,"Acquérir les notions fondamentales de la logique mathématique. S’initier aux concepts des mathématiques discrètes. Introduction à la logique : calcul propositionnel, calcul des prédicats, méthodes de preuve et algèbre de Boole. Théorie des ensembles. Comportement asymptotique des fonctions et compexité temporelle des algorithmes. Théorie des nombres : nombres premiers, algorithme d'Euclide, arithmétique modulaire et applications. Preuves par récurrence et relations de...",4,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,352637,1 +SYS807,Mécanique des fluides avancée,"Développer une expertise dans le domaine des méthodes analytiques et numériques afin de comprendre et d’utiliser les concepts avancés de la mécanique des fluides. Analyse différentielle des lois de conservation, tant pour les fluides visqueux que non visqueux. Résolution analytique de problèmes typiques; introduction à l’instabilité des écoulements et à la transition laminaire/ turbulent; concept de couche limite et méthodes analytiques de résolution des couches limites...",4,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,353686,2 +SSC830,Maîtrise d’oeuvre sur chantiers de construction,"Ce cours vise à former l’étudiante ou l'étudiant à agir comme opérateur et gestionnaire de la maîtrise d’oeuvre en matière de santé et sécurité dans le processus global de la construction d’un ouvrage d’art ou d’un immeuble important. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure; d’évaluer les impacts des mesures concernant la santé, la sécurité et la prévention environnementale sur la rentabilité d’un projet et le développement d’une...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.794,353518,2 +GTS610,Modélisation et traitement des signaux biomédicaux,"Au terme de ce cours, l’étudiante ou l’étudiant aura vu certaines techniques de base utilisées pour la modélisation et l'analyse des signaux biologiques à partir d’exemples concrets d’application de ces techniques aux besoins du milieu médical. Présentation de quelques signaux biomédicaux importants : ECG, EEG, EMG, MEG, IRMf, etc. Signaux aléatoires. Modélisation linéaire et spectrale. Analyse temps-fréquence, estimation, filtrage. Détection de sources et problèmes...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,352179,1 +MGC861,Hydrogéologie appliquée,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’identifier les principaux problème et défis liés à l’utilisation et la conservation des nappes d’eaux souterraines; de définir les principes physiques gouvernant le mouvement de l’eau dans le milieu souterrain; d’utiliser des outils techniques et de modélisation pour résoudre des problèmes liés à l’utilisation des nappes d’eaux souterraines; d’interpréter les lois et règlements reliés à...",3,2024-11-02 01:50:21.511,2024-11-02 01:50:21.788,353220,2 +MGA856,Ingénierie et principes des essais en vol,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser les différentes normes et documents de règlementation de l’aviation civile;de créer et d’utiliser les tableaux de conformités pour l’élaboration d’un plan d’essai;de synthétiser les performances et spécifications requises d’un système embarqué;de planifier les tâches reliées aux essais en vol et d’analyser les données recueillies;de rédiger un rapport technique conforme aux attentes de...",4,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,353163,2 +MGA800,Ingénierie intégrée en aéronautique,"Acquérir une vision globale des systèmes de gestion et d’échange de données techniques (Product Data Management, PDM) dans le contexte de l’ingénierie intégrée par ordinateur dans le domaine de l’aéronautique. Introduction à l’ingénierie assistée par ordinateur : outils, méthodes et modèles de produits et processus. Évolution des outils depuis la conception assistée par ordinateur jusqu’aux systèmes de support au développement de produits virtuels. Intégration des...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.788,353137,2 +GES867,Innovation organisationnelle : modèles et facilitation,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : - d’agir en tant que facilitateur dans un contexte d’innovation organisationnelle; - d’appliquer des modèles pertinents pour concevoir des processus dialogiques favorisant l’innovation et l’apprentissage organisationnel; - d’appliquer des modèles pertinents pour l’innovation organisationnelle; - d’utiliser des modèles en sciences organisationnelles pour comprendre les enjeux relatifs à la conception des...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.789,351025,2 +MEC743,Instrumentation et contrôle des procédés industriels,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : de sélectionner et d’intégrer les composantes d'un système de commande (capteurs, systèmes d’acquisition, processeurs de signaux, contrôleurs et actuateurs) de façon à pouvoir asservir efficacement un procédé industriel; d’appliquer différentes techniques de traitement de signal de façon à améliorer les performances ou la capacité d’un système de mesure; de développer des applications logicielles...",3,2024-11-02 01:50:21.512,2024-11-02 01:50:21.789,353034,1 +LOG721,Intergiciels pour applications distribués,"Ce cours vise à familiariser l’étudiante ou l'étudiant avec les principaux concepts liés aux systèmes distribués ayant des composantes développées grâce à des intergiciels (""middleware"") orientés objet. Au terme de ce cours, les étudiantes et les étudiants seront en mesure de : identifier les principales caractéristiques d’un système distribué; identifier les principales caractéristiques des intergiciels orientés objet; déterminer les divers attributs de qualité d’un...",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,352559,1 +MGL835,Interaction humain-machine,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : de concevoir des interfaces utilisateurs en appliquant une démarche centrée sur l'utilisateur; d'incorporer des techniques récentes et des fonctionnalités interactives novatrices à la conception d'un système; d'appliquer des méthodes d'évaluation pour valider les prototypes et guider leur modification. Étapes de spécification, de conception, de développement, et d'évaluation des interfaces utilisateurs....",3,2024-11-02 01:50:21.513,2024-11-02 01:50:21.790,353252,2 +GPA671,Introduction à l’intelligence artificielle,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de définir le domaine de l’intelligence artificielle, et particulièrement les modèles en apprentissage machine; résoudre des problèmes concrets en ingénierie à l’aide de modèles d’apprentissage, par exemple : machine à vaste marge, classificateur Bayésiens, réseaux de neurones, régression logistique, arbres décisionnels, et algorithme k-means. Apprentissage machine: définition; différentes taches...",3,2024-11-02 01:50:21.514,2024-11-02 01:50:21.792,351635,1 +GIA400,Analyse de rentabilité de projets,"Au terme de ce cours, l’étudiante ou l'étudiant pourra situer les principaux éléments du contexte économique et financier de l'entreprise. Il aura été initié à certains concepts fondamentaux d'analyse économique et aux principales techniques de comparaison et d'analyse de rentabilité de projets d'ingénierie. Contexte économique et financier : capital, rendement du capital, sources de financement, éléments du coût d'un produit, amortissement, profit, analyse du point mort....",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.792,351053,1 +GPA220,Analyse des circuits électriques,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des notions élémentaires sur l'analyse des circuits électriques en se basant sur des problèmes concrets. Définitions et lois de base. Circuits résistifs. Amplificateur opérationnel. Inductance et capacité. Circuits en courant alternatif. Réponses transitoires et en fréquence des circuits. Séances de laboratoire axées sur l'utilisation de logiciels d'analyse de circuits et l'application des théories.",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.792,351501,1 +EEC707,Méthodes et estimation des projets d’infrastructure,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de comprendre l’importance du secteur du génie civil et leurs particularités pour l’estimation budgétaire; d’assister des estimateurs d’expérience dans le domaine du génie civil soit : travaux routiers, pont et ouvrage d’art, poste électrique, digue et barrage et travaux municipaux. Particularités de l’estimation liées aux travaux de terrassement, excavation et remblayage, coffrage, armature et...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.792,350211,1 +ENV805,Introduction aux problématiques environnementales,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’établir et d’identifier la portée et les contraintes relatives aux problématiques environnementales dans les domaines de l’eau, des sols, de l’air et des matières résiduelles. Sous forme d’études de cas, des activités modulaires présentent les différentes définitions, les causes, les aspects législatifs et les meilleures technologies applicables ou disponibles en regard des problématiques...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,350838,2 +SYS813,Matériaux à haute résistance mécanique et leurs procédés de fabrication,"Ce cours vise à : Présenter les principales caractéristiques des matériaux HRM et leurs procédés de fabrication, particulièrement les matériaux utilisés dans la fabrication aéronautique (avions et hélicoptères) et dans les turbines pour la production d’électricité;Décrire, par le biais d’exemples pratiques, les interactions entre le procédé de fabrication, le matériau et les conditions de travail en service;Permettre une meilleure compréhension du comportement du...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.792,353710,2 +ENM840,Jumeau numérique,"Le cours vise à initier les étudiantes ou les étudiants au concept du jumeau numérique (JN), aux technologies sous-jacentes, aux différents types et structures de JN, ainsi qu’à ses applications dans des domaines variés : en usine, au chantier, dans l’environnement bâti, et autres. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de décrire les concepts de base faisant partie des jumeaux numériques; d’en reconnaître les différents types et structures;...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.792,350749,2 +GPA678,Méthodes numériques,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de résoudre numériquement des problèmes usuels du domaine de l’ingénierie. Résolution de systèmes linéaires et non linéaires. Intégration et différenciation numériques. Approximation et interpolation de fonctions. Méthodes d’optimisation. Équations différentielles ordinaires. Équations aux dérivées partielles : classification et méthodes de résolution usuelles. Méthode des différences finies appliquée...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,351647,1 +SYS814,Méthodologies expérimentales pour ingénieur,"Ce cours vise à : Fournir aux étudiantes et étudiants des outils pratiques grâce à différentes méthodes et techniques statistiques utilisées pour le traitement des données expérimentales;Initier les étudiantes et les étudiants à la planification et à l’analyse expérimentale;Familiariser les étudiantes et les étudiants avec les techniques statistiques d’analyse de données, la modélisation, la présentation graphique, l’interprétation et la validation des résultats...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,353712,2 +GIU812,Maintien de la circulation lors de travaux urbains,"Ce cours vise à fournir les outils et les connaissances nécessaires permettant aux étudiants d’appliquer les principes de maintien de la circulation et de signalisation de travaux dans divers contextes. Au terme de ce cours, l’étudiante ou l'étudiant pourra mettre en application les principes de gestion de la circulation lors de la conception, la surveillance et la gestion de travaux en milieu urbain. Plus spécifiquement, l’étudiant sera en mesure de bien identifier les impacts...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.794,351105,2 +GPA771,Mécatronique appliquée,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de maitriser les concepts de la mécatronique et sera en mesure d’appliquer ces concepts à l’automatisation, à l’instrumentation et à la conception des systèmes mécatroniques. Organisation de matériel et du logiciel. Architecture de microcontrôleurs. Outils pour la conception et la programmation structurée de microcontrôleurs. Configurations matérielles. Gestion d’exceptions. Module de temporisation....",4,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,351727,1 +MTR890,Mémoire,"Le mémoire complète le programme de maîtrise de l'étudiante ou de l'étudiant qui choisit un cheminement avec cinq cours. Intégrer ses connaissances et les utiliser concrètement dans le cadre d'un projet de développement et de transfert technologique soulevant des problèmes complexes de génie. Cette activité peut être réalisée en milieu industriel ou dans les laboratoires de l'ÉTS, en collaboration avec l'industrie. Le projet comprend un ensemble d'activités effectuées sous la...",30,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,353374,2 +PHY010,Physique générale,"Ce cours vise à développer les principes fondamentaux de la mécanique, de l’électricité et du magnétisme d’optique géométrique ainsi qu’à introduire la notion d’onde. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : analyser des situations à l’aide de la cinématique de translation et de rotation et des lois de la dynamique ; effectuer des calculs de travail et d’énergie ; analyser des situations physiques à partir des lois fondamentales de...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.794,910817,1 +GCI420,Planification et contrôle des projets de construction,"À la suite de ce cours, l’étudiante ou l’étudiant sera en mesure : d’appliquer les notions fondamentales de la planification et du contrôle des projets de construction. Planification et contrôle des projets : définitions et concepts généraux. Généralités, buts, principes et applications de la division du travail en modules. Méthodes d'ordonnancement : par précédences et CPM. Réseau à l'échelle du temps. Ressources : analyse, allocation, nivellement, optimisation. Système...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,350922,1 +GTI727,Progiciels de gestion intégrée,"Introduction aux progiciels de gestion intégrés : histoire, tendances, principes. Concepts et enjeux d’affaires : stratégies, architecture d’entreprise, transformation organisationnelle et gestion du changement. Introduction aux intergiciels (Middleware) : principes, architecture et utilisation. Gestion des processus : principes, méthodes et technologies. Gestion des données : principes, méthodes et technologies. Solution de progiciels de gestion intégrés : solutions, processus...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,352039,1 +GTS601,Principes de l'imagerie médicale,"Se familiariser avec les principes physiques de synthèse d’images en médecine et des technologies associées, de la source au détecteur. Passé, présent et avenir de l’imagerie médicale. Radiographie, tomographie, imagerie par résonance magnétique, imagerie par radio-isotopes, imagerie par ultrasons, imagerie optique, photonique et laser, technologies émergentes en imagerie médicale. Illustration de l’application des méthodes en imagerie médicale diagnostique. Séances de...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,352167,1 +MTR897,Projet de démarrage d’entreprise 1 : étude de faisabilité,"Au terme de cette activité, l’étudiante ou l'étudiant sera en mesure : de planifier le développement d’un prototype fonctionnel et commercialisable d’une innovation technologique;de compléter les démarches juridiques initiales, demandes de brevets et autres formes de protection de la propriété intellectuelle;d’évaluer globalement le(s) marché(s) et le potentiel commercial d’un nouveau produit ou service créé ou amélioré par une innovation technologique;de créer un...",6,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,353388,2 +AER795,Projet de fin d’études en génie aérospatial,"Au terme de cette activité, l’étudiant sera en mesure de : concevoir des éléments, systèmes, procédés et processus qui répondent à des besoins spécifiques, tout en respectant des contraintes non techniques telles que les facteurs économiques, le développement durable, la santé et la sécurité, l’éthique et les contraintes légales, d’appliquer une méthodologie de conception rigoureuse, produire toute la documentation technique nécessaire à la mise en œuvre des...",4,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,912192,1 +INF130,Ordinateurs et programmation,"Cours destiné aux étudiantes et aux étudiants n'ayant pas ou ayant très peu programmé antérieurement. Initier au fonctionnement d'un ordinateur et acquérir des connaissances permettant de solutionner des problèmes simples reliés aux projets d'ingénierie. Présentation de la structure et du fonctionnement d'un ordinateur : historique, matériel, logiciel. Initiation à l'algorithmie et à la programmation structurée : étapes de résolution d'un problème, méthodes de conception,...",4,2024-11-02 01:50:21.518,2024-11-02 01:50:21.796,352353,1 +MGC837,"Matériaux bitumineux : formulation, fabrication, mise en place","Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’illustrer la fonction des matériaux bitumineux dans le contexte des chaussées souples afin de reconnaitre son évolution potentielle vis-à-vis les effets combinés du trafic et du climat;d’évaluer le comportement en petites déformations des enrobés bitumineux (mesure du module complexe) et à grandes déformations (déformation plastique : orniérage);de quantifier et de modéliser l’endommagement par fatigue des...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.792,353204,2 +SST820,Législation et normalisation en sécurité du travail,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’appliquer les règles issues de la législation, de la normalisation nationale et internationale et des responsabilités des différents intervenants québécois en sécurité du travail. Législation : Code criminel du Canada, Loi sur la santé et la sécurité du travail, Loi sur les accidents de travail et sur les maladies professionnelles, les divers règlements dont le Règlement sur la santé et la sécurité du...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,353532,2 +MAT015,Mathématiques préparatoires pour les sciences et le génie (hors programme),"Ce cours vise à consolider les notions de base en algèbre de l’étudiante ou l’étudiant et à l’initier au calcul différentiel et intégral, ainsi qu’à l’algèbre linéaire, pour la modélisation et la résolution de problèmes scientifiques. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : simplifier des expressions algébriques; résoudre des problèmes à l’aide de la géométrie analytique ainsi que par des équations et des inéquations; analyser...",6,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,352615,1 +GPA767,Microsystèmes,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de définir le fonctionnement interne des microcontrôleurs; d’appliquer les microcontrôleurs dans un contexte de systèmes embarqués. Ce cours porte sur les microcontrôleurs Broadcom BCM2837 (SoC) de 64 bits à 4 coeurs ARM Cortex-A53 que l’on retrouve dans le Raspberry Pi 3 B. Architecture interne, périphériques. Concepts et outils de développement en langage évolué. Programmation en temps réel. Sécurité des...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,351713,1 +ENV830,Management environnemental industriel,"Former l'étudiant à un management des systèmes de production industriels qui soit respectueux de l’environnement et qui tienne compte des contraintes techniques, légales, économiques, sociales et corporatives. Les activités modulaires s’articulent autour d’études de cas à réaliser en groupe. Identification des enjeux environnementaux associés à un plan d’action stratégique industriel. Définition des paramètres informationnels pertinents à un management environnemental....",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.794,350846,2 +SST830,Outils de la neuroscience en ergonomie cognitive,"Ce cours vise à initier les étudiantes et étudiants au fonctionnement du système nerveux et du cerveau humain et aux outils de mesure nécessaires à l’évaluation de l’ergonomie cognitive. Il sensibilise les étudiantes et étudiants à la conception du portrait cognitif d’une tâche, basé sur les connaissances actuelles en neuroscience. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’utiliser les connaissances sur le cerveau et l’anatomie humaine afin...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.794,353536,2 +COM130,Méthodes de communication en génie mécanique,"Acquérir une plus grande maîtrise des divers outils de communication et, plus particulièrement, des connaissances théoriques et pratiques sur les méthodes et les techniques à la base de toute communication écrite et orale que l’étudiante ou l'étudiant est amené à faire à la fois durant ses études universitaires et durant sa carrière d’ingénieur. Stratégies visant à améliorer la rédaction de différents types d’écrits professionnels et caractéristiques du style...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,349742,1 +GPO222,Planification et contrôle informatisés de la production,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis des techniques de prévision et de planification de la production assistées par ordinateur. Systèmes de production. Prévision des ventes et de production. Programme de production; calcul des besoins; capacité de production; allocation des ressources; lots économiques. Techniques d’équilibrage des chaînes. Optimisation de production : algorithme du simplexe; files d’attente. Ordonnancement et contrôle. Approvisionnement...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,351833,1 +ELE413,Ondes électromagnétiques,"Au terme de ce cours, l’étudiante ou l'étudiant sera familier avec le phénomène de radiation ainsi qu’avec la propagation et la transmission des ondes électromagnétiques dans différents milieu. Équations de Maxwell. Solutions des équations de Maxwell dans différents milieux. Réflexion et transmission des ondes planes uniformes, impédance de surface. Écoulement de puissance : vecteur de Poynting. Pertes de transmission dans un conducteur plan. Ondes guidées et guides d’ondes....",4,2024-11-02 01:50:21.518,2024-11-02 01:50:21.795,350311,1 +ELE452,Principes des systèmes de l’aéronautique,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier les notions de base en aéronautique et aérodynamique; de distinguer les composantes d’un avion (systèmes d’avionique, gouvernes de commande, instruments de navigation et de contrôle, mécanique de vol); d’analyser les éléments de performance à différentes phases de vol (atterrissage, décollage, vol en palier); d’analyser les notions d’intégration des différents systèmes d’un avion; de...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,350339,1 +GTI700,Principes et fondements de l’Internet des objets (IdO),"L’objectif de ce cours est de fournir à l’étudiante ou à l'étudiant les connaissances nécessaires des principales fonctionnalités, applications et technologies clés génériques de l’Internet des objets (IdO). Le cours couvrira divers aspects liés au paradigme de l’IdO tels que les réseaux, les protocoles, les architectures, les applications et les services. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : démontrer une compréhension des principes...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,352005,1 +ELE791,Projets spéciaux,"Activité destinée à deux catégories d’étudiantes ou d'étudiants : celles et ceux qui participent aux diverses compétitions d'ingénierie et celles et ceux qui souhaitent réaliser un travail d’initiation à la recherche (élaboration d’une revue de littérature, définition d’une problématique, ou autre). Dans les deux cas, elles et ils doivent préalablement faire approuver par la directrice ou le directeur du Département une proposition écrite spécifiant l'objectif, les...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,350699,1 +GOL508,Organisation flexible de la production,"Au terme de ce cours, fondé sur des connaissances de base en système et en gestion de production, l'étudiante ou l’étudiant aura perfectionné ses compétences relatives aux nouveaux outils de production. Introduction aux systèmes manufacturiers cellulaires et aux systèmes manufacturiers flexibles. Définition de la flexibilité, composants physiques et moyens de contrôle des FMS, avantages, inconvénients, possibilités et caractéristiques. Conception des systèmes manufacturiers...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.797,351271,1 +MGC843,Méthodes expérimentales en géotechnique,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de développer ses propres montages expérimentaux pour ses travaux de maîtrise ou de doctorat. Il sera informé sur les nouvelles techniques expérimentales en développement dans le domaine de la géotechnique. Il aura réalisé des essais de cisaillement triaxial et de consolidation, deux essais fondamentaux en mécanique des sols, mais des essais qui font appel à des notions avancées de la mécanique des sols tant au...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.792,353210,2 +SYS877,Matériaux fonctionnels et intelligents,"Ce cours vise à fournir des connaissances sur les matériaux fonctionnels et intelligents utilisés dans différentes sphères du quotidien et présents dans les technologies de domaines de pointe. Le cours prend une approche thermodynamique pour développer les relations entre distincts phénomènes physiques applicables aux classes de matériaux (les métaux, les céramiques, et les polymères). Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure d’expliquer les...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,353806,2 +ENR880-H25,Micro-Réseaux et Centrales virtuelles,"La technologie des micro‐réseaux est en plein essor surtout en Amérique du Nord où le réseau électrique conventionnel n’aura plus la capacité de répondre dans le futur proche à la demande accompagnée d’une pénétration rapide des véhicules électriques, des charges modernes écologiques et des éléments variés pour le stockage propre de l’énergie. Différentes ressources sont distribuées dans ces micro‐réseaux pour alimenter une étendue où les activités sont à...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,907788,2 +MGR840,Mobilité et téléphonie IP,Comprendre l’évolution de la téléphonie et la situer dans le contexte d’Internet. Technologie de la voix sur les réseaux numériques. Principes de signalisation. Concepts de la qualité de service pour le service voix sur IP. Protocoles pour la voix sur IP. Protocoles de signalisation propres à la voix sur IP. Protocole temps réel. Interfonctionnement avec les réseaux téléphoniques. ,3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,353284,2 +MGA810,Personnalisation des systèmes de CAO appliquée à la mécanique,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : de concevoir et développer des applications personnalisées augmentant les fonctions d’un système de CAO; d’évaluer les capacités des interfaces de programmation, des modèles objets et des représentations géométriques et topologiques des systèmes de CAO; de proposer des approches pour exploiter les informations et connaissances contenues dans les modèles géométriques de CAO; d’expliquer les interfaces de...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.794,353149,2 +GIA450,Planification et contrôle de projets,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis un cadre conceptuel pour l'étude de la gestion de projets. Méthodes de sélection de projets. Analyse de faisabilité économique, technique, financière et organisationnelle. Planification des tâches. Élaboration de la structure organisationnelle. Planification opérationnelle et ordonnancement (technique PERT, CPM). Gestion financière et méthodes de budgétisation. Planification des rôles et fonctions des gestionnaires...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.794,351065,1 +SYS835,Processeur numérique du signal et ses applications,"Étudier les différentes architectures séquentielles (CISC, RISC, DSP, VLIW) et parallèles (SIMD, MISD et MIMD). Acquérir les connaissances nécessaires à la sélection de l’architecture et à l’exploitation des processeurs numériques de signal, ainsi que les méthodes essentielles à la conception d’algorithmes parallèles et de logiciels temps réel, conformes aux besoins. Définition, description sommaire et caractéristiques des ordinateurs séquentiels CISC, RISC, DSP et VLIW....",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,353742,2 +AER750,Opérations des systèmes aériens télépilotés et autonomes,"Au terme de ce cours, l’étudiant sera en mesure de : préparer des vols de systèmes aériens télépilotés et autonomes ; comprendre les normes relatives aux opérations d’aéronefs télépilotés (Transport Canada et FAA) ; évaluer les risques et les dangers liés à la planification et à la mise en œuvre d’opérations à différents degrés d’autonomie ; maîtriser l’évaluation des temps de latence de la télémétrie lors du télépilotage ; connaître les requis...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.795,912172,1 +CTN774,Aménagements routiers,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser les notions essentielles afin d’analyser la capacité des routes, rues et carrefours; d’utiliser le vocabulaire de la circulation; de réaliser des aménagements routiers efficaces et sécuritaires au Québec et à l’international. Caractéristiques géométriques de la circulation et de contrôle. Aménagement de carrefours. Dispositifs de régulation de la circulation. Voies cyclables. Stationnements (sur...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.796,350111,1 +ING800,Optimisation et fiabilité,Acquérir les techniques avancées d’optimisation avec usage de l’informatique. Développer des outils pratiques pour l’optimisation de la performance et l’analyse de fiabilité des systèmes électromécaniques. Topologie des problèmes d’optimisation. États de décisions. Décision en état de risque-applications. Méthode Monte-Carlo/cas d’étude. Stratégies de résolution des problèmes d’optimisation. Processus d’optimisation. Formulation du problème-application....,3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.796,352397,2 +MEC795,Projet de fin d'études en génie mécanique,"À la fin de cette activité, l’étudiante ou l'étudiant sera en mesure : de concevoir des éléments, des systèmes, procédés et processus qui répondent à des besoins spécifiques tout en respectant des contraintes non techniques telles que les facteurs économiques, le développement durable, la santé et la sécurité, l’éthique et les contraintes légales ; d’appliquer une méthodologie de conception rigoureuse ; de produire toute la documentation technique nécessaire à la...",4,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,353135,1 +ENT302,Projets spéciaux en Entrepreneuriat II,"Il doit s’agir d’un projet de conception en ingénierie dans le cadre de la création d’une entreprise, accompli selon une démarche entrepreneuriale et un processus créatif, itératif et évolutif qui repose sur les connaissances acquises en mathématiques, sciences fondamentales, sciences du génie et études complémentaires. Le projet doit avoir une haute teneur en conception et en sciences du génie. Au terme de cette activité, les étudiantes ou les étudiants seront en mesure de...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.796,350804,1 +TCH043,Procédés de fabrication et d’assemblage,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiant ou l'étudiant sera en mesure de sélectionner adéquatement un procédé de fabrication en fonction de critères de fonctionnalité, de géométrie, de volume et d’environnement. Techniques de sélection d’un procédé de fabrication à partir des spécifications d’un dessin (géométrie, tolérances, matériaux), du volume de production et de sa fonctionnalité. Procédés...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.797,353926,1 +SYS815,Matériaux composites avancés : théorie et analyse par éléments finis,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis les techniques de modélisation et d’analyse par la méthode des éléments finis pour la conception des composites et des structures faites de ces matériaux. Ce cours vise à résoudre des problèmes pratiques dont les conditions aux frontières sont complexes et dépassent le niveau de connaissances élémentaires relatives au comportement mécanique des composites. Rappel des notions du comportement mécanique des matériaux...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,353714,2 +GES839,Méthodologie d'ingénierie créative : C-K,"Ce cours vise à assurer une formation théorique et pratique pour appréhender les logiques contemporaines de la conception innovante à l’aide d’une méthodologie d'ingénierie créative, la théorie C-K (Concepts / Connaissances). En développant une compréhension fine des mécanismes de conception grâce à la théorie C-K, ce cours vise à permettre aux étudiantes et étudiants de disposer de mécanismes génératifs puissants pour concevoir de nouveaux produits, services et...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,398735,2 +SYS811,Microélectronique analogique,"Ce cours vise à approfondir des notions d’analyse et de conception de circuits analogiques linéaires et non-linéaires dans les domaines temporels et fréquentiels en mettant l’accent sur les techniques de circuits propres à l’intégration sur puce de semi-conducteurs. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’analyser et concevoir des circuits analogiques complexes dans les technologies à semi-conducteurs; de faire le choix approprié d’un procédé de...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,353706,2 +BIM860,Modélisation énergétique (6D) et gestion (7D) de bâtiment,"Comprendre les enjeux reliés aux aspects de modélisation énergétique et d’amélioration de l’opération des bâtiments afin d’assurer la performance énergétique des bâtiments. Être en mesure d’identifier les facteurs influençant le comportement d’un bâtiment ainsi que l’information pertinente au processus de conception et d’exploitation énergétique des bâtiments. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : définir, comprendre et connaître...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,349698,2 +CTN752,Ouvrages en remblai,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’évaluer les méthodes d’amélioration des sols à utiliser en fonction des ouvrages et de conditions géotechniques; de concevoir des ouvrages en remblai zonés; de sélectionner et de dimensionner la méthode de traitement de fondations appropriée en fonction de l’ouvrage. Drainage et stabilité d'excavation et de remblai, batardeau, digues, parc à résidus. Méthodes d'excavation dans différents sols :...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.794,350037,1 +CTN210,Méthodes de construction et productivité,"À la suite de ce cours, l'étudiante ou l'étudiant sera en mesure : d’identifier les différentes méthodes de construction; de calculer la productivité pour réaliser les travaux en fonction des méthodes de construction utilisées et d’estimer le coût d’un projet. Types d’estimation. Méthodes d’estimation à prix forfaitaire et à prix unitaire. Prise de quantités, regroupement des quantités et liste des travaux. Méthodes de construction pour les travaux civils et...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,349790,1 +ENM810,Processus d’accompagnement en transformation numérique,"Ce cours vise à faire comprendre les origines, les opportunités et les défis de la quatrième révolution industrielle ainsi qu’à développer le savoir-faire et le savoir-être pour accompagner les entreprises dans leur transformation numérique. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’expliquer le concept de quatrième révolution industrielle et de décrire les impacts pour les entreprises selon les aspects technologiques, organisationnels, économiques et...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,350743,2 +MTI727,Progiciels de gestion intégrée en entreprise,"Au terme de ce cours, avec des compétences en gestion adéquates, l’étudiante ou l’étudiant sera en mesure : d’expliquer le rôle d’un progiciel de gestion intégrée (PGI, ou ERP pour Entreprise Resource Planning) comme solution informatique en support des processus d’affaires de l’entreprise; d’identifier les critères de choix d’un PGI pour une entreprise; de concevoir et diriger un projet de sélection et à un projet d’implantation d’un PGI; de mettre en place...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,353302,2 +MEC664,Optimisation des procédés industriels,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances nécessaires à la maîtrise des principes et techniques de contrôle de la qualité et de l’optimisation des procédés. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure :de reproduire une analyse statistique descriptive de données industrielles; de planifier une expérience structurée en utilisant des plans d’expériences (factoriel, Taguchi, etc.) et de réaliser l’analyse de...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.796,352944,1 +MGL802,Principes et applications de la conception de logiciels,"Étudier le rôle de la conception dans le cycle de vie du logiciel. Apprentissage des principales méthodes de conception. Évaluation de nouvelles méthodes de conception. Sélection et utilisation d’une méthode propre à un système logiciel donné. Évaluation de la conception : choix de la méthode, qualité de la conception, vérification formelle, respect des exigences, etc. Outils de conception. ",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,353244,2 +SYS866-A24,Optimisation stochastique et apprentissage par renforcement,"À la fin de ce cours, les étudiantes et les étudiants seront en mesure de : comprendre comment l'incertitude des données affecte la prise de décision et pourquoi il est important de s'en prémunir; comprendre le concept de la valeur d'une solution stochastique et la valeur attendue de l'information parfaite; analyser et comprendre l'évolution du processus d'information et de décision; concevoir des modèles mathématiques représentant la prise de décision en situation d'incertitude, à...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.796,907945,2 +ELE676,Procédés de fabrication de microsystèmes,"Comprendre les fondements des principes de micro-fabrication de microsystèmes électroniques, optoélectroniques et micro-capteurs. Analyser et concevoir la fabrication des micro-dispositifs pour des applications variées dont le biomédical, l’automobile et l’environnement. Comprendre les fondements des principes d’opération de différents types de capteurs et les particularités de la fabrication de ceux-ci. Étapes de micro-fabrication: croissance cristalline, épitaxie,...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.797,350493,1 +MTI870,Rendu d’images de synthèse photoréalistes,"Ce cours vise à appliquer des méthodes modernes de génération d’images photoréalistes utilisées en infographie. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : décrire les différentes étapes et modèles mathématiques utilisés dans la génération d’images; mettre en application ces modèles dans un moteur de rendu moderne basé sur le tracé de chemin; valider les procédures de génération d’images; discuter des avantages et inconvénients des...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,686472,2 +MGC805,Matériaux de construction,"Acquérir et approfondir la connaissance des matériaux les plus fréquemment utilisés dans la construction et particulièrement en réhabilitation des ouvrages afin de mieux faire comprendre les problèmes qu'ils suscitent et les facteurs qui affectent leur comportement sous diverses conditions. Science et génie des matériaux. Matériaux spéciaux pour la réhabilitation. Conception des composites : fibres, matrices. Rhéologie des matériaux. Endommagements mécaniques et physicochimiques....",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,353179,2 +GES851,L’avantage concurrentiel : méthodes et applications,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de procéder à la conception et à l’évaluation de la chaîne de valeur d’une entreprise; de mettre en application les outils de développement de l’avantage concurrentiel des entreprises en contexte international;d’intégrer les fonctions de gestion relatives à l’acquisition des moyens de production, à l’optimisation technologique et à la valorisation des compétences humaines de même qu’à l’encadrement...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,351003,2 +MEC786,Mise en forme de polymères et composites,"Ce cours couvrira les procédés de mise en forme de polymères et de composites. La première partie couvrira les polymères et la deuxième partie les composites. À la fin du cours, l’étudiante ou l’étudiant sera en mesure : de choisir une méthode de mise en forme en fonction des applications et propriétés des produits à concevoir; de déterminer certains paramètres du procédé de mise en forme retenu. Polymères : Révision thermoplastiques et thermodurcissables, Polymères...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,353115,1 +SYS823,Modélisation et automatisation de procédés industriels,"S'initier à la modélisation et à l’automatisation de procédés industriels. Être en mesure de choisir et d’intégrer divers éléments d’automatisation dans le cadre d'études de cas réels. Capteurs de grandeurs mécaniques : force, position, vitesse, accélération. Traitement et transmission des données. Actionneurs pneumatiques, hydrauliques et électriques : sélection, dimensionnement et commande (force, position, vitesse). Contrôle des procédés : automates programmables....",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,353724,2 +MGL849,"Modélisation, analyse et programmation des systèmes temps réel","Les systèmes temps réel et embarqués sont omniprésents. Ces systèmes sont souvent caractérisés par des contraintes de temps sévères. En outre, ils sont naturellement concurrents, distribués et souvent critiques. La complexité de tels systèmes est continuellement en croissance. Par conséquent, la conception et l’implémentation de systèmes temps réels corrects et fiables sont des tâches cruciales et complexes. La modélisation de ces systèmes utilisant des méthodes et...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,353266,2 +GCI105,Méthodes de construction,"À la suite de ce cours, l’étudiante ou l’étudiant sera en mesure : de comprendre les principales techniques de mise en œuvre des divers éléments et assemblages de la construction; de comprendre les principales méthodes utilisées pour la réalisation des travaux de construction. Excavation : de masse, en tranchée et tunnel. Remblayage : terre, roc, gravier, sable et pierre concassée. Fondations : semelles, pieux, murs de soutènement, reprises en sous-œuvre. Coffrages : semelles,...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,350898,1 +MEC402,Production et fabrication industrielles,"Au terme de ce cours, l’étudiante ou l'étudiant aura vu les éléments de base des systèmes de production et de fabrication industrielle en vue d'optimiser leur performance. À la fin de ce cours, l’étudiante ou l’étudiant sera en mesure : de situer la fonction production et les interrelations avec les autres fonctions de l'entreprise en lien avec les objectifs de l'entreprise; d’identifier et analyser les paramètres liés à la gestion des opérations dans une entreprise;...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,352782,1 +AER710,Principes de bases de l’ingénierie des essais en vol,"Au terme de ce cours, l’étudiant sera en mesure de : expliquer et justifier les différences entre un vol d’essai et un vol commercial régulier, identifier les exigences règlementaires et opérationnelles entourant les vols d’essai, décrire les procédures à suivre pour réaliser un vol d’essai en toute sécurité, concevoir un plan d’essais ainsi qu’un manuel d’opération d’essais en vol, comprendre et utiliser toute la documentation relative aux opérations aériennes en...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,912142,1 +AER500,Optimisation en aérospatiale,"Au terme de ce cours, l’étudiant sera en mesure de : différencier les principales techniques d’optimisation et leurs applications en génie aérospatial, apprendre à formuler un modèle d’optimisation pour représenter un problème de conception, identifier la technique appropriée pour exécuter une optimisation et utiliser les outils numériques pour déterminer la solution optimale ou approchée à un problème. Modélisation d’un système et formulation mathématique du problème...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.796,912122,1 +GIA501,Projets d’ingénierie internationaux et multiculturels,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier les aspects culturels, sociaux, économiques et géopolitiques qui influencent le déroulement d’un projet au niveau national et international ; de se préparer à travailler avec des équipes multiculturelles, de planifier une mission à l’étranger. Les différences culturelles : connaissance de soi, connaissance du milieu, coutumes locales et valeurs. Les équipes multiculturelles : gestion,...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,351071,1 +ENT301,Projets spéciaux en Entrepreneuriat I,"Il doit s’agir d’un projet de conception en ingénierie dans le cadre de la création d’une entreprise, accompli selon une démarche entrepreneuriale et un processus créatif, itératif et évolutif qui repose sur les connaissances acquises en mathématiques, sciences fondamentales, sciences du génie et études complémentaires. Le projet doit avoir une haute teneur en conception et en sciences du génie. Au terme de cette activité, les étudiantes ou les étudiantes seront en mesure de...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.796,350802,1 +ELE784,Ordinateurs et programmation système,"Au terme de ce cours, l'étudiante ou l'étudiant aura vu la structure fonctionnelle d’un ordinateur et le fonctionnement de ses diverses composantes, avec un accent sur l’interaction matériel-logiciel en s’appuyant sur la programmation de bas niveau en langage évolué. Architecture de base d’un ordinateur. Architecture fonctionnelle d’un processeur générique et de quelques processeurs spécialisés tels que les microcontrôleurs et les DSP. Modèle « machine » d’un programme...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.797,350673,1 +CTN701,Réalisation des projets de construction,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de décrire les processus de gestion de projet et les outils et techniques qui y sont reliés; d’appliquer ces processus dans la planification et la gestion de projets de construction; de combiner l’usage de différents logiciels pour le suivi et la coordination de projets; d’ajuster ces processus en fonction des modes d’approvisionnement sélectionnés. Ce cours comprend l’apprentissage du corpus de connaissance...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,349938,1 +GSY400,Méthodes quantitatives en génie des systèmes,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de se familiariser avec les principales techniques d'optimisation et applications en génie des systèmes. Apprendre à formuler un modèle d'optimisation pour représenter un système, identifier la technique appropriée pour résoudre un modèle d'optimisation et utiliser les outils informatisés pour déterminer la solution optimale ou approchée à un problème donné. Modélisation d'un système et formulation mathématique...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,351861,1 +ELE400,Méthodologie de design en génie électrique,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser et synthétiser les besoins d’un client; de planifier et organiser le développement d’un système en fonction d’un cahier des charges; de créer des concepts de solution; de réaliser un prototype fonctionnel et le présenter au client. Introduction aux éléments clés d’une méthodologie de design en génie électrique. Phases d’un projet. Résumé des besoins du client. Élaboration d’un cahier des...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.793,350301,1 +MEC619,Mécanique des matériaux composites,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis les principes fondamentaux de la mécanique des matériaux composites et aura étudié quelques procédés de mise en forme. À la fin du cours, l’étudiant sera en mesure : d’utiliser la théorie classique des stratifiés pour calculer les contraintes dans les matériaux composites; de prédire la rupture d’un matériau composite selon différents critères théoriques; de concevoir un empilement de plis de matériaux...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,352880,1 +ELE716,Modélisation et conception orientées objet,"Introduire la conception avec fiabilité et robustesse à l’aide d’un langage de programmation orientée objet. Appliquer le concept objet pour résoudre des problèmes informatiques. Pratiquer l'analyse et la conception de logiciels orientés objet avec des cas d'usage à l'aide d'outils de modélisation et d'environnements de développement intégrés. Processus de conception orientée objet. Composition en classes, encapsulation, types abstraits de données, objets, classes, classes...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,350527,1 +ING500,Outils de développement durable pour l’ingénieur,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de définir le rôle de l’ingénieur dans l’opérationnalisation du développement durable; d’utiliser les outils de développement durable pour l’ingénieur; de faire des recommandations et d’élaborer un plan d’action pour intégrer le développement durable dans l’entreprise et la société. Principes de bases du développement durable (DD). Outils de DD pour l’ingénieur : systèmes de gestion...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.794,352391,1 +SDE887-H25,Physique et mécanique quantique appliquée,"Sujets d'intérêt majeur dans le domaine du génie électrique et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Plus particulièrement, ce cours introduit les concepts de base de la physique quantique : équipartition d’énergie, équation de Schrödinger, structure atomique, formalisme, particules identiques, lois de symétries et conservation. Par la suite, nous jetterons les bases de la mécanique quantique. Nous traiterons...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.794,907914,2 +GOL676,Planification et optimisation d’expériences,"Au terme de ce cours, l’étudiante ou l'étudiant aura été initié à la planification, à l’optimisation et à l’analyse d’expériences dans le but d’améliorer des produits, des procédés ou des processus. L’étudiant comprendra l’utilité des plans d’expériences en génie et sera familier avec les techniques statistiques d’analyse de données et l’interprétation des résultats expérimentaux. Introduction aux concepts fondamentaux de l’approche statistique à...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,351385,1 +GTS831,Ondelettes et problèmes inverses : applications biomédicales,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure :d’identifier l’origine des signaux bioélectriques associés à l’activité cérébrale et de leur associer les principales mesures non invasives qui la quantifie (IRMf,EEG,MEG,NIRS); d’analyser les signaux biomédicaux par des approches temps-fréquence; de modéliser, de traiter et d’interpréter les signaux biomédicaux (ou autres) par des techniques par ondelettes de concevoir une méthode de résolution de...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.795,352221,2 +GES823,Opérations et technologie de la chaîne logistique en finance d'investissement,"Ce cours vise à développer des connaissances sur les opérations et le fonctionnement des trois principaux serments d’opération d’une institution financière comprenant les chaînes logistiques correspondantes derrière les salles de marché. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : décrire et identifier les étapes d’intégration bout à bout de la chaîne logistique d’investissement en valeurs immobilières depuis la prise de décision d’investir...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.795,350972,2 +MTR899,Projet de démarrage d’entreprise 3 : plan technico-commercial,"Au terme de cette activité, l’étudiante ou l'étudiant sera en mesure : de créer un plan intégré de déploiement technico-commercial qui valorise les innovations et les diverses formes de propriété intellectuelle;de protéger la propriété intellectuelle et de faire un plan stratégique pour son exploitation;de constituer et faire l’embauche d’une équipe multidisciplinaire et multifonctionnelles;de renforcer son réseau de contacts d’affaires et d’établir des bases de...",6,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,353392,2 +MEC791,Projets spéciaux,"Activité destinée à deux catégories d’étudiantes et d'étudiants : celles et ceux qui participent aux diverses compétitions d'ingénierie et celles et ceux qui souhaitent réaliser un travail d’initiation à la recherche (élaboration d’une revue de littérature, définition d’une problématique, ou autre). Dans les deux cas, elles et ils doivent préalablement faire approuver par le directeur du Département une proposition écrite spécifiant l'objectif, les moyens nécessaires...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.796,353133,1 +DGA1031,Problématique de recherche,"La première partie de l'examen doctoral, Problématique de recherche, amène l'étudiante ou l'étudiant à circonscrire son projet de recherche, sous la supervision de sa directrice ou de son directeur de thèse, le plus tôt possible dans son cheminement. Elle comporte trois principaux éléments : identification du sujet de recherche, élaboration d'un devis de recherche préliminaire, présentation orale du projet de recherche.",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.797,350159,3 +MGC921-H25,Qualité de l'environnement intérieur,"La qualité de l’environnement intérieur (QEI) est un enjeu majeur dans la science du bâtiment. Elle impacte directement la santé et le bien-être des occupants. Ce cours aborde trois aspects de la QEI à savoir : le confort thermique intérieur des occupants, la qualité de l’air intérieur et l’éclairagisme. Le chapitre 1 introduit le contexte règlementaire en matière de QEI à travers le code de Construction du Québec. Le Chapitre 2 aborde les notions du confort thermique, les...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,907873,2 +MTR871,Lectures dirigées (2e cycle),Faire des lectures approfondies sous la supervision de son directeur de recherche dans un champ disciplinaire particulier relié à son domaine de spécialisation. Compléter la formation en approfondissant ou en diversifiant ses connaissances tout en développant son sens critique et son esprit de synthèse. Cette activité requiert une grande autonomie de la part de l'étudiant. Le choix des lectures et le suivi de l'étudiant sont sous la responsabilité du professeur. Des rencontres...,3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,353368,2 +MEC335,Mécanique des fluides,"Acquérir les concepts fondamentaux de la mécanique des fluides. Analyser les phénomènes élémentaires reliés à l'hydrostatique et à l'hydrodynamique. Prévoir le comportement des divers éléments hydrauliques grâce à l'analyse dimensionnelle. Analyser les systèmes hydrauliques plus complexes grâce à des modèles mathématiques. À la fin du cours, l’étudiante ou l'étudiant sera en mesure :d’identifier les propriétés physiques importantes du fluide qui influencent les...",4,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,352774,1 +SYS829,Modélisation des systèmes de production,"Développer des aptitudes avancées en modélisation des systèmes de production en se fondant sur une approche pragmatique quoique quantitative. Se familiariser avec les approches utilisées pour la modélisation et les mesures de performance des systèmes manufacturiers complexes. Modèles déterministes : modèles linéaires multiproduits, multicapacités, planification agrégée de production, planification à capacité finie, contrôle de flux dans les réseaux de processeurs...",4,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,353734,2 +MGC859,Modélisation hydrologique,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser et de traiter les données hydrométéorologiques utilisées pour la modélisation hydrologique;d’identifier la méthodologie la plus appropriée pour l’étude d’impact de changements environnementaux sur l’hydrologie à l’échelle d’un bassin versant;de sélectionner un modèle existant ou de concevoir un modèle sur mesure de taille limitée pour répondre de la façon la plus adéquate à une...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,353218,2 +SYS861-A24,Physique et mécanique quantique appliquée,"",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.794,907920,2 +SDE886-A24,Nouvelles avenues en mesure des exigences logicielles et en estimation de projets logiciels,"En ingénierie et en management, les modèles d’estimation sont basés sur des mesures robustes et pertinentes, même lors d’avancées technologiques. En logiciel, les développeurs et les gestionnaires devraient aussi disposer pour leur processus d’estimation de projets, de mesures robustes et pertinentes, et en particulier en présence d’innovations technologiques (ex. intelligence artificielle, logiciels quantiques, etc.). L’introduction du cours présentera un survol des...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.795,907909,2 +TEL115,Principes des signaux de télécommunications,"Au terme de ce cours, l'étudiante ou l’étudiant sera en mesure : d’utiliser les notions mathématiques de base en télécommunications et d’appliquer la représentation fréquentielle des signaux temporels périodiques et non périodiques au moyen des séries et des transformations de Fourier dans le contexte de télécommunications; d’analyser les schémas synoptiques des émetteurs récepteurs et de s’initier au domaine des probabilités. Présentation du domaine des...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,353980,1 +MGC800,Optimisation et analyse de faisabilité,"Acquérir les techniques de calcul et d'analyse d'optimisation,et les appliquer à la réalisation de projets de construction et de réhabilitation. Méthodes d'optimisation. Problème de file d'attente. Fonction de fiabilité, types de défaillance. Concepts de coûts-bénéfices et analyse du point mort, intérêt et relations temps-argent, méthodes d'analyse économique, choix entre plusieurs projets, amortissement, analyse de rentabilité après impôt, étude de remplacement...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.796,353177,2 +SYS866-É25,Principes et fondements des jumeaux numériques,"L’objectif de ce cours est de fournir à l’étudiante ou l'étudiant une introduction complète aux jumeaux numériques et aux technologies qui les rendent possibles. Il abordera également les bases de l'internet des objets, de la science des données et des méthodes de modélisation basées sur la théorie et les données qui rendent les jumeaux numériques utiles dans la pratique. La méthode d'apprentissage basée sur des projets sera adoptée tout au long de ce cours. Le cours sera...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,907949,2 +GTI720,Protection des renseignements personnels,"Les renseignements personnels sont des données permettant d’identifier de manière directe ou indirecte un individu. Ce cours aborde les concepts fondamentaux de la protection des renseignements personnels, notamment leur potentiel d’inférence, les propriétés garantissant leur protection ainsi que les technologies d’amélioration de la confidentialité. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : identifier des menaces à la vie privée et d’effectuer des...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,352029,1 +ENV802,Résolution de problématiques environnementales,"Apprendre à résoudre des problématiques environnementales en structurant et en délimitant de façon concrète la ou les causes afin d’être en mesure de proposer une ou des solutions applicables. À travers les modules, appliquer différentes démarches de résolution à des problématiques industrielles, gouvernementales ou municipales. Identifier et caractériser les causes du ou des problèmes. Rechercher des solutions. Structurer et planifier le processus de validation des solutions....",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,350836,2 +IND590,Robustesse des systèmes distribués,"Ce cours vise à concevoir des systèmes distribués résilients selon le contexte de pannes dans lequel ils se trouvent. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : identifier les risques de pannes et les besoins en résilience d’un système distribué ; déterminer l’approche la plus pertinente pour tolérer les pannes dans un système distribué étant données ses contraintes opérationnelles ; concevoir des algorithmes ; évaluer la résilience d’un...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,352329,1 +GTI795,Projet de fin d’études en génie des technologies de l’information,"À la fin de cette activité, l’étudiante ou l'étudiant sera en mesure : de concevoir des éléments, des systèmes, procédés et processus qui répondent à des besoins spécifiques tout en respectant des contraintes non techniques telles que les facteurs économiques, le développement durable, la santé et la sécurité, l’éthique et les contraintes légales;d’appliquer une méthodologie de conception rigoureuse; de produire toute la documentation technique nécessaire à la mise...",4,2024-11-02 01:50:21.521,2024-11-02 01:50:21.798,352141,1 +GTI619,Sécurité des systèmes,"La sécurité des systèmes d’information est un vaste champ d’études touchant à de nombreux domaines : ingénierie, logiciel, matériel, infrastructure, architecture, législation, etc. Ces aspects sont souvent interreliés. De ce fait, les spécialistes en sécurité informatique se doivent d’avoir une bonne vue d’ensemble afin de réaliser leurs tâches de façon adéquate. Ce cours aura pour principal objectif de présenter les principaux aspects de la sécurité des systèmes...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,351979,1 +MAT215,Logique et mathématiques discrètes pour l’optimisation,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis les notions fondamentales de la logique mathématique. S’initier aux concepts des mathématiques discrètes utilisés dans les méthodes d’optimisation. Introduction à la logique et son utilisation pour la modélisation de contraintes. Théorie des ensembles : terminologie, notion de fonctions et dénombrement. Rédaction de preuves mathématiques. Introduction aux algorithmes et à l’analyse de la complexité. Principe de...",4,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,352645,1 +ELE550,Machines électriques,"Au terme de ce cours, l'étudiante ou l'étudiant aura acquis les principes de base et de fonctionnement des machines électriques et leurs applications dans plusieurs domaines industriels. Circuits triphasés. Circuits magnétiques. Transformateurs : transformateur monophasé, circuits équivalents, fonctionnement à vide et en charge, rendement, régulation, transformateurs triphasés. Machines à courant continu : principe de fonctionnement, construction, types de connexion,...",3,2024-11-02 01:50:21.515,2024-11-02 01:50:21.793,350381,1 +TCH045,Mécanismes et éléments de machines,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure de : concevoir et réaliser un moyen de transmission du mouvement de certains mécanismes et organes de machines (roulement, ressort et clavette); communiquer efficacement avec son entourage dans le domaine de la mécanique. Modes de fonctionnement des machines et modes de défaillance des organes qui composent un système mécanique. Notions de force,...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,353932,1 +MGR817,"Modélisation, estimation et contrôle pour les réseaux de télécommunications","Acquérir les connaissances nécessaires pour surveiller, analyser, contrôler et gérer les performances et les ressources des réseaux de télécommunications. Introduction aux problématiques de modélisation, estimation et contrôle dans les réseaux de télécommunications. Introduction aux processus stochastiques. Estimation et prévision en utilisant modèles de séries de temps et filtre de Kalman. Processus de Markov. Modèle de décision de Markov pour maximiser le revenu. Éléments...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,353280,2 +ATE085,NeuroFOCUS : équilibre de vie aux études (hors programme),"Cet atelier vise à développer des stratégies afin d’expérimenter un équilibre dans les différentes sphères de la vie. Au terme de cet atelier, l’étudiante ou l’étudiant sera en mesure d’intégrer de saines habitudes de vie dans son quotidien, de développer des stratégies afin d’améliorer son équilibre de vie pendant ses études, de renouer avec le plaisir de bouger par le sport. Activités sportives. Stratégies de gestion du stress : méditation, motivation, habiletés...",1,2024-11-02 01:50:21.517,2024-11-02 01:50:21.795,349680,1 +GPO232,Productivité et optimisation du travail,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis des connaissances et des moyens pour mesurer le travail et améliorer la productivité. Définition et importance de la productivité. Physiologie du travail (fordisme, toyotisme et volvoïsme). Facteurs affectant la productivité dans le secteur manufacturier. Amélioration de la productivité : conception de produits; méthodes de travail; analyse de la valeur, aménagement du poste de travail, analyse du procédé et des...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,351839,1 +INF111,Programmation orientée objet (hors programme),"Cours destiné aux étudiantes et aux étudiants ayant déjà suivi un cours de programmation. Il permet d’apprendre et de pratiquer les principes de base de la programmation orientée objet (encapsulation, héritage, composition et polymorphisme). Le langage de programmation utilisé est le même que pour les cours de conception suivants. À la suite d’une présentation de base du langage utilisé et d’algorithmes de tri (sélection, insertion et bulle) et de fouille binaire,...",4,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,352347,1 +MGA802-A24,Analyse d'une aile en flèche en mécanique des fluides numérique,"À la fin de ce cours, l’étudiant sera en mesure d’appliquer la mécanique des fluides numérique (CFD) au calcul des performances aérodynamiques d’une aile d’avion. Plus particulièrement, il connaitra les modèles mathématiques Euler et RANS utilisé pour étudier les écoulements autour des corps aérodynamiques. Il choisira les méthodes numériques appropriées à la résolution des modèles Euler ou RANS. Il saura définir le domaine de calcul et le discrétiser à l’aide...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.796,907860,2 +CTN791,Projets spéciaux,"Activité destinée à deux catégories d’étudiants : ceux qui participent aux diverses compétitions d'ingénierie et ceux qui souhaitent réaliser un travail d’initiation à la recherche (élaboration d’une revue de littérature, définition d’une problématique, ou autre). Dans les deux cas, ils doivent préalablement faire approuver par le directeur du Département une proposition écrite spécifiant l'objectif, les moyens nécessaires et la méthodologie qu'ils entendent utiliser...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,350151,1 +ENT303,Projets spéciaux en Entrepreneuriat III,"Il doit s’agir d’un projet de conception en ingénierie dans le cadre de la création d’une entreprise, accompli selon une démarche entrepreneuriale et un processus créatif, itératif et évolutif qui repose sur les connaissances acquises en mathématiques, sciences fondamentales, sciences du génie et études complémentaires. Le projet doit avoir une haute teneur en conception et en sciences du génie. Au terme de cette activité, les étudiantes ou les étudiants seront en mesure de...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.796,350808,1 +ENT811,Outils comptables et financiers d'une entreprise,"Ce cours vise à initier les étudiantes et les étudiants aux connaissances en gestion financière d’une entreprise, aux concepts fondamentaux de la comptabilité permettant d’établir, d’interpréter et d’analyser des états financiers essentiels à une bonne planification. Au terme de ce cours, l’étudiant ou l’étudiante sera en mesure de : Maîtriser les aspects fondamentaux de la gestion des opérations financières de l’entreprise; mettre en application les notions liées...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.797,398733,2 +GPA786,Rentabilité de projets d'automatisation,"Au terme de ce cours, l’étudiante ou l’étudiant aura approfondi ses connaissances en analyse de rentabilité et son application dans des projets réels. Il aura développé des habiletés en vue de solutionner des problèmes réels de prise de décision comportant aussi bien des facteurs quantitatifs que qualitatifs, des éléments de risque et d'incertitude ainsi que plusieurs critères de décision. Rappel de la théorie de l'analyse économique avec accent sur ses limites par rapport...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,351807,1 +ELE756,Réseaux de distribution,"*Ce cours est réservé aux étudiantes et aux étudiants sélectionnés par l'IGEE Les réseaux de distribution d'électricité. Concepts de base. Lignes et câbles de distribution, caractéristiques physiques. Réseau de neutre. Techniques de protection des réseaux de distribution. Coordination de la protection, défaillance des équipements. Continuité de service, normes, étendu et durée des pannes. Architectures de réseau. Production distribuée, études d'intégration au réseau...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,350609,1 +CTN336,Mécanique des fluides,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de définir et représenter les principales propriétés des fluides liquides et gazeux; d’appliquer les principes de la statique pour le calcul des forces sur des surfaces et corps immergés dans un fluide; de définir, illustrer et appliquer le principe de conservation de la masse, de l’énergie et du momentum pour des fluides en mouvement; de concevoir des systèmes simples de conduites en série et en parallèle; de...",4,2024-11-02 01:50:21.516,2024-11-02 01:50:21.793,349828,1 +BIM850,Modélisation de la construction en 4D (temps) et 5D (coûts),"Familiariser l’étudiante ou l'étudiant avec la planification de la construction basée sur la simulation 4D (temps) et 5D (coûts) et l’utilisation de ces technologies comme support à l’ordonnancement des activités, à l’estimation des coûts et à la détection des conflits spatiotemporelle. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de maitriser les principaux concepts et principes d’utilisation de la simulation 4D dans la construction; de comprendre les...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,349696,2 +GES881-H25,Méthodes analytiques pour l’innovation,"Ce cours vise à présenter plusieurs méthodes analytiques utiles dans un contexte d’innovation. Rappel de la nécessité d’innover et des difficultés courantes de mise en œuvre. Évaluation de la maturité en innovation. Outils et méthodologies pour : définition et recadrage de problème, analyse de problèmes, identification des cordes sensibles, analyse des files d’attente, analyse de données censurées, analyse exploratoire de données multidimensionnelles, design et analyse...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,907819,2 +MGA852,"Navigation aérienne, GNSS et systèmes inertiels embarqués","Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de distinguer les différents systèmes de guidage en navigation aérienne ainsi que leurs principes, méthodes et architectures; d’appliquer des notions fondamentales dans la mise en opération d’instruments de navigation et des communications essentielles entre ces instruments; de synthétiser un système de navigation inertielle et de formuler les différents calculs dont l’orientation spatiale (attitude) d’un...",4,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,353155,2 +EEC202,Méthodes et estimation des éléments mécaniques du bâtiment,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’expliquer le fonctionnement des systèmes mécaniques de bâtiment : plomberie, ventilation et climatisation; de relever les quantités et de préparer des estimations budgétaires simples pour les travaux de mécanique d'un bâtiment. Fonctionnement des différents systèmes de plomberie : eau froide, eau chaude, gaz, chauffage à l’eau et à la vapeur. Systèmes de gicleurs les plus courants. Principes de base de...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.795,350191,1 +GES821,Pratiques avancées en gestion de projets,"La connaissance des bases de la gestion de projets est fondamentale afin de faire une gestion de projets structurée permettant l’efficience. Mais le rôle de gestionnaire de projets demande certaines habiletés et connaissances supplémentaires. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de comprendre l’amplitude des connaissances et compétences requises par le gestionnaire de projets; d’analyser son profil de gestionnaire; de concevoir et de mettre en pratique...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,350968,2 +ELE462,Principes des systèmes de communication,"Se familiariser avec les systèmes de communication analogique et les méthodes de modulation analogique, appliquer les notions d'analyse des signaux et s’initier à la modulation numérique. Introduction aux systèmes de communication. Analyse des signaux : série de Fourier et transformées de Fourier. Convolution et réponse en fréquence. Transmission sans distorsion des signaux. Multiplexage en fréquence et multiplexage dans le temps. Caractéristiques temporelles et spectrales des...",4,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,350345,1 +MGA961,Projet d'application,"Intégrer les connaissances acquises dans les cours du programme et les appliquer dans le cadre d’un projet d’innovation, de développement ou de transfert technologique. Cette activité peut être réalisée en milieu industriel ou dans les laboratoires de l’ÉTS. Le projet comprend un ensemble d’activités effectuées sous la supervision d'une professeure ou d’un professeur : recherche bibliographique, définition d’une problématique, élaboration de la méthodologie,...",9,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,353175,2 +GOL793,Projet de fin d'études en génie des opérations et de la logistique,"Au terme de cette activité, l’étudiante ou l'étudiant sera en mesure de démontrer son habileté à : concevoir des éléments, des systèmes, des procédés et des processus qui répondent à des besoins spécifiques;intégrer à la résolution d’un problème technique des enjeux et contraintes non techniques tels que les facteurs économiques, le développement durable, la santé et la sécurité, l’éthique ou les contraintes légales; effectuer un travail d’équipe avec...",4,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,351471,1 +DGA1033E,Oral Exam,"The third part of the pre-doctoral examination, the Oral Examination, requires the student to refine their research proposal, under the supervision of their thesis advisor, and to present it to the members of the jury. This third part of the examination consists of two elements: the preparation of a dissertation proposal and its oral presentation to the jury.",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.796,389257,3 +GES840,Propriété intellectuelle,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure :d’établir un plan stratégique de protection de la propriété intellectuelle permettant de maximiser la valeur et de minimiser les risques de conflits. Droit de propriété intellectuelle. Gestion de stratégie de brevet. Alliances et partenariats. Capture et documentation des idées. Arrimage avec la stratégie commerciale. Secrets d’affaires. Revue diligente. Ententes de confidentialité. Contrats avec les employés. ",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,350995,2 +CTN769,Ressources hydriques,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de concevoir des ouvrages en milieu hydrique selon les règles de l’art; de modéliser le régime hydrologique d’un bassin versant et le comportement hydrodynamique d’un cours d’eau; d’estimer les impacts du changement climatique sur les régimes d’écoulement d’un bassin versant; d’évaluer les impacts d’une construction en milieu hydrique sur le régime d’écoulement d’un cours d’eau; d’utiliser...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,350079,1 +CTN404,Science et technologie des matériaux,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de décrire la composition et la structure de base qui caractérisent les principaux matériaux de construction de l’échelle microscopique à l’échelle macroscopique; de porter un regard critique sur les phases sensibles de mise en œuvre qui influent sur la qualité du produit fini aussi bien au terme de sa durabilité que du point de vue de son comportement mécanique. Principaux matériaux traités : les plastiques,...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,349838,1 +GPA663,Modélisation et simulation de systèmes de production,"Au terme de ce cours, l’étudiante ou l'étudiant aura été initié aux techniques d'évaluation des mesures de performance des systèmes manufacturiers. Bref rappel des différents systèmes de production et de leurs problèmes. Mesures de performance des systèmes manufacturiers : utilisation de machines, inventaire, capacité, flexibilité, etc. Avantages et nécessité de la modélisation dans la conception et l'analyse des systèmes manufacturiers. Techniques évaluatives de...",4,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,351597,1 +MEC737,Moteurs alternatifs à combustion interne,"À la fin du cours, l’étudiante ou l’étudiant sera capable de : expliquer le fonctionnement des moteurs alternatifs à combustion interne et les choix de conception; distinguer et utiliser les différentes définitions caractérisant les moteurs et leurs performances; analyser et expliquer le changement de comportement d’un moteur (causes – effets); concevoir un modèle thermodynamique simple de moteur à partir des différentes équations présentées dans le cours. Nomenclature et...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,353012,1 +MEC781,Méthodes d’usinage avancées,"L’objectif général de cours est d’approfondir le procédé de mise en forme par enlèvement de matière. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser la fabrication par usinage des produits et établir le dossier de fabrication (sélection de machine-outil, gamme d’usinage, sélection des outils et paramètres de coupe); d’établir les relations existants entre les conditions d’usinage, l’usure et la vie des outils de coupe; de comprendre la...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,353101,1 +PGM121,Planification et ordonnancement des travaux de maintenance,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : de définir les compétences nécessaires à la planification, à l’ordonnancement et à la coordination des travaux de maintenance; de définir et d’implanter des processus de planification, d’ordonnancement et de coordination des travaux de maintenance; d’évaluer les bénéfices de la planification, de l’ordonnancement et de la coordination de travaux de maintenance. Principes fondamentaux de planification,...",2,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,353408,1 +GTI100,Programmation et réseautique en génie des TI,"Ce cours présente les notions fondamentales en programmation et en réseautique nécessaires à l’ingénieur des TI. Il est constitué de deux modules. Au terme du premier module spécifique à la programmation, l’étudiante ou l'étudiant sera en mesure d’implémenter une application orientée objet utilisant les algorithmes de base et les structures de données appropriées. Retour rapide sur la programmation orientée objet : classe, objet, interface, héritage, composition,...",4,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,351873,1 +MEC592,Projet de conception de machines,"Ce cours vise le développement de compétences liées à la conception détaillée de machines qui tiennent compte des particularités et des limites des procédés de fabrication et d’assemblage et qui permettent d’augmenter la fiabilité et la robustesse d’un mécanisme. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure: de synthétiser les informations et les données décrivant un problème de conception provenant d’un contexte industriel, réaliste et flou sous...",4,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,352866,1 +GTI791,Projets spéciaux,"Activité destinée à deux catégories d’étudiantes et d'étudiants : ceux qui participent aux diverses compétitions en ingénierie et ceux qui souhaitent réaliser un travail d’initiation à la recherche (élaboration d’une revue de littérature, définition d’une problématique ou autre). Dans les deux cas, ils doivent préalablement faire approuver par le direction du Département une proposition écrite spécifiant l'objectif, les moyens nécessaires et la méthodologie qu'ils...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,352139,1 +MAT350,Probabilités et statistiques,"Au terme de ce cours, l’étudiante ou l’étudiant sera initié aux concepts et aux outils de base reliés au domaine du contrôle statistique des procédés et des matériaux. Définition et axiomes de probabilité, règles d'union, d'intersection, d'addition et de multiplication, probabilité conditionnelle, loi de Bayes. Analyse combinatoire. Variables aléatoires discrètes et continues, distribution de probabilités standards. Mesures d'échantillonnage. Distribution des paramètres...",4,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,352669,1 +MGC922-A24,Qualité de l'environnement intérieur,"La qualité de l’environnement intérieur (QEI) est un enjeu majeur dans la science du bâtiment. Elle impacte directement la santé et le bien-être des occupants. Ce cours aborde trois aspects de la QEI à savoir : le confort thermique intérieur des occupants, la qualité de l’air intérieur et l’éclairagisme. Le chapitre 1 introduit le contexte règlementaire en matière de QEI à travers le code de Construction du Québec. Le Chapitre 2 aborde les notions du confort thermique, les...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,907876,2 +COM210,Rédaction technique et communication en génie des TI,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : rédiger des rapports de conception en génie des technologies de l’information en suivant une méthode rigoureuse; rédiger des documents techniques et administratifs propres au domaine; préparer et présenter des exposés oraux, entre autres sur un projet de conception. Phases rédactionnelles d’un projet de conception. Écrits techniques et administratifs reliés à l’ingénierie. Tenue de réunions concernant la...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,349748,1 +SST880-H25,Sécurité des systèmes robotiques,"Ce cours vise à initier l'étudiante ou l'étudiant aux risques liés aux systèmes robotiques conventionnels, collaboratifs et mobiles. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure d’identifier et d’analyser les risques associés à l’installation d’un système robotique et d’utiliser les normes régissant ces systèmes. Analyse de risques des systèmes robotiques : mécanique, électrique et environnement de la tâche. Importance des facteurs humains dans...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,907917,2 +GES819,Séminaire sur l’ingénierie financière,"Prendre contact, par l’intermédiaire de conférenciers renommés, avec les pratiques actuellement utilisées dans certains domaines particuliers de l’ingénierie financière, d’en faire l’analyse et la critique en faisant le parallèle entre ces pratiques et la théorie enseignée, et de transmettre ses conclusions sous forme de rapport détaillé et complet. Les étudiants seront appelés à participer à des simulations de transactions et à l’utilisation de plusieurs systèmes...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,350966,2 +LOG530,Réingénierie du logiciel,"Ce cours vise l’acquisition des principes de la réingénierie du logiciel. Différentes techniques à différents niveaux d’un logiciel seront étudiées de manière théorique ou pratique. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure de proposer des solutions concrètes pour la réingénierie dans le milieu professionnel. Nous y verrons les concepts suivants : maintenance du logiciel; exigences des systèmes modernes et les techniques de transformations des systèmes...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.799,352491,1 +ELE777,Modélisation et identification des systèmes dynamiques,"Au terme de ce cours, l'étudiante ou l'étudiant aura acquis la méthodologie pour établir les éléments d'un modèle physique pour divers systèmes dynamiques. Principes de modélisation et de simulation, techniques et outils. Éléments de systèmes dynamiques : électriques, mécaniques, électromécaniques, hydrauliques et thermiques. Différentes représentations mathématiques des systèmes dynamiques. Linéarisation des équations non linéaires autour d'un point de fonctionnement....",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,350659,1 +MTI855,Physique des jeux,"Ce cours introduit les étudiantes et les étudiants aux techniques numériques pour l'animation basée sur la physique dans les applications temps réel, tels que les jeux vidéo et les applications de réalité virtuelle. L'objectif principal de ce cours est de développer une compréhension des techniques fondamentales utilisées pour l'animation basée sur la physique. À la fin du cours, les étudiantes et les étudiants seront en mesure de : comprendre les principes fondamentaux de la...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.794,353348,2 +MTR801,Planification d’un projet de recherche en ingénierie,"Ce cours introduit les éléments fondamentaux et nécessaires à la planification d'une recherche indépendante et à l'analyse critique de la littérature pertinente en ingénierie. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de définir, d'organiser et de communiquer un projet de recherche en tenant compte du contexte et de l'environnement dans lequel il s'inscrit, d'appliquer les règles conduisant à l'intégrité intellectuelle, et d'effectuer une revue critique...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.794,353364,2 +QUA165,Plans d’expériences (DOE) et optimisation des procédés,"S’initier à la pratique des plans d’expériences, se familiariser avec les techniques statistiques d'analyse de données et l'interprétation des résultats expérimentaux et d’optimisation des procédés. Rappel sur les tests d’inférences statistiques. Introduction aux plans d’expériences, applications de l’analyse expérimentale, étapes à suivre pour la réalisation d’une expérience. Plans d’expériences à un seul facteur, rationnel de l’ANOVA, vérification de...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,353476,1 +LOG100,Programmation et réseautique en génie logiciel,"Ce cours présente les notions fondamentales en programmation et en réseautique nécessaires à l’ingénieur en génie logiciel. Il est constitué de deux modules. Au terme du premier module spécifique à la programmation, l’étudiante ou l'étudiant sera en mesure d’implémenter une application orientée objet utilisant les algorithmes de base et les structures de données appropriées. Retour rapide sur la programmation orientée objet : classe, objet, interface, héritage,...",4,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,352399,1 +ELE543,Principes des systèmes embarqués,Acquérir les bases pour la conception des systèmes embarqués qui satisfont des contraintes matérielles et logicielles associées au traitement des évènements en temps réel. Comprendre la structure et l’opération des microcontrôleurs utilisés dans les systèmes embarqués. Se familiariser avec les spécificités des systèmes d’exploitation temps réel et savoir utiliser leurs services dans le développement de systèmes en temps réel. Acquérir les bases et les techniques de...,4,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,350371,1 +AER791,Projets spéciaux,"Activité destinée à deux catégories d’étudiants : ceux qui participent aux diverses compétitions d’ingénierie et ceux qui souhaitent réaliser un travail d’initiation à la recherche (élaboration d’une revue de littérature, définition d’une problématique ou autre). Dans les deux cas, ils doivent préalablement faire approuver par le directeur du département une proposition écrite spécifiant l’objectif, les moyens nécessaires et la méthodologie qu’ils entendent...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.796,912190,1 +IND791,Projets spéciaux en informatique distribuée,"Activité destinée à deux catégories d’étudiants et d’étudiantes : celles et ceux qui participent aux diverses compétitions en sciences appliquées et celles et ceux qui souhaitent réaliser un travail d’initiation à la recherche (élaboration d’une revue de littérature, définition d’une problématique ou autre). Dans les deux cas, une proposition écrite spécifiant l’objectif, les moyens nécessaires et la méthodologie qui sera utilisée pour mener à bien le projet doit...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,352343,1 +ENV825,Procédés et processus propres,"Définir des interventions à réaliser sur des procédés et des processus dans l'objectif de protéger l’environnement et la santé humaine. Fondé sur une étude de cas, l’étudiant aborde l’ensemble du processus d’intervention sur un cas concret : évaluation du ou des problèmes d’un système technologique et identification de sa ou ses sources ; recherche et analyse des meilleures technologies applicables; prise de décision et justification; conception préliminaire et...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.797,350844,2 +MEC745,Robotique mobile,"Ce cours présente les concepts clés de la robotique mobile en génie mécanique : de la mobilité à l’ergonomie. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de distinguer les particularités des principaux modes de locomotion (à hélices, à pattes et sur roues); de dériver les équations dynamiques du mouvement pour des plateformes robotiques simples; d’identifier les capteurs requis selon la tâche et l’environnement d’un robot; d’estimer la pose d’un...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,353052,1 +MGR850,Sécurité de l'Internet,"Acquérir des connaissances approfondies sur les moyens nécessaires pour rendre sécuritaires les échanges par Internet. L’importance de la sécurité d’Internet est une nécessité. Dans la réalité moderne des réseaux interreliés et des applications critiques, la sécurité n’est plus considérée comme une valeur ajoutée mais bien un aspect englobant du plan de développement. Problématique de la sécurité. Terminologie. Notion de confiance. Identification des faiblesses...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,353286,2 +IMM130,"Sécurité, facteurs humains et environnementaux","Ce cours vise à donner à l’étudiante ou l'étudiant les outils nécessaires à une saine gestion de la sécurité. Il sera en mesure de prendre les décisions de sécurité suivant le principe inaliénable : on protège la vie et on assure les biens. Le cours est un équilibre de sujets de sécurité (ce qui est accidentel), de sujets de sûreté (ce qui est malveillant) et d’outils d’évaluation des risques. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,352247,1 +ENM865,Simulation physique de produits électriques et électroniques,"Ce cours vise à introduire les notions de simulation de produits physiques dans le contexte de l’industrie 4.0 à partir de leurs modèles numériques 3D (CAO) avec application aux systèmes électromécaniques. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de distinguer les différentes approches de modélisation et de simulation des produits physiques ainsi que leurs applicabilités, précisions et limitations; de comprendre le rôle et l’impact de la modélisation...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,350755,2 +ENV840,Outils d’aide à la décision en environnement,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : - de développer et d’utiliser des outils d’aide à la décision pour une planification des activités humaines intégrant les principes d’une gestion responsable des ressources naturelles; - d’exprimer les processus décisionnels sous forme de problèmes d’optimisation; - de résoudre des problèmes d’optimisation à l’aide de logiciels; - d’analyser les résultats obtenus et de les interpréter de façon...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.794,350850,2 +SDE885-H25,Network Softwarisation : Technologies and Enablers,The objective of the NetSoft CREATE training program is to meet this critical need in the Canadian telecom industry. Our goal of this course is to prepare graduates with a fundamental understanding and practical experience in software-defined networking (SDN) and network function virtualization (NFV) along with the communication and teamwork skills that allow them to integrate smoothly and contribute immediately to the success of Canadian companies. This course focuses on hands on experience...,3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.794,907904,2 +ELE760,Production de l'énergie électrique,"*Ce cours est réservé aux étudiantes et aux étudiants sélectionnés par l'IGEE Ressources d’énergie primaire traditionnelle et renouvelable. Principes de la production d’électricité. Conversion de l’énergie statique et rotative et régulation de fréquence et de tension. Génératrices synchrones, conception et exploitation. Réglage de production. Interfaces de convertisseur d’énergie statique, principes et exploitation. Principes de la conversion de l’énergie éolienne,...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,350623,1 +IND580,Programmation de haut niveau pour l’accélération matérielle,"Le cours vise à créer un accélérateur matériel à l’aide d’outils de haut niveau du domaine construit autour d’un langage de haut niveau. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure autant pour un circuit intégré prédiffusé programmable (FPGA) que pour un processeur graphique à usage général (GPGPU) de : identifier les goulots d’étranglement ; choisir des stratégies de parallélisation en adéquation avec la plateforme visée ; appliquer les...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,352321,1 +LOG710,Principes des systèmes d’exploitation et programmation système,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis et appliqué les concepts, principes de base et techniques établies utilisés en génie logiciel pour l’analyse, la conception et l’implémentation des systèmes d’exploitation modernes. Structures et architectures des systèmes d'exploitation : monolithique, en couche, micronoyau, et modulaire. Mode d’opération des systèmes d’exploitation : mode utilisateur, mode privilégié. Mécanisme des interruptions, appels...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,352549,1 +GPA793,Projet de fin d'études en génie de la production automatisée,"Au terme de cette activité, l’étudiante ou l'étudiant sera en mesure de démontrer son habileté à : concevoir des éléments, des systèmes, des procédés et des processus qui répondent à des besoins spécifiques; intégrer à la résolution d’un problème technique des enjeux et des contraintes non techniques tels que les facteurs économiques, le développement durable, la santé et la sécurité, l’éthique ou les contraintes légales; effectuer un travail d’équipe avec...",4,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,351825,1 +SYS866-A25,Optimisation stochastique et apprentissage par renforcement,"À la fin de ce cours, les étudiantes et les étudiants seront en mesure de : comprendre comment l'incertitude des données affecte la prise de décision et pourquoi il est important de s'en prémunir; comprendre le concept de la valeur d'une solution stochastique et la valeur attendue de l'information parfaite; analyser et comprendre l'évolution du processus d'information et de décision; concevoir des modèles mathématiques représentant la prise de décision en situation d'incertitude, à...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.796,907951,2 +AER725,Propulsion aéronautique avancée et effet sur l’environnement,"Ce cours vise à sensibiliser les personnes étudiantes à l’impact des choix technologiques de conception aéronautique sur l’environnement atmosphérique. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : expliquer les principales caractéristiques de l’atmosphère, du climat et de la pollution de l’air ; analyser les émissions polluantes des moteurs d’avion et les conséquences sur le changement climatique et la qualité de l’air ; sélectionner des...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,912150,1 +CTN703,Qualité dans la construction,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer les systèmes de normalisation nationale et internationale; d’utiliser les principes et outils modernes se rapportant à la qualité totale; d’organiser les processus de qualité dans l’entreprise dans le but d’appliquer les systèmes de contrôle de la qualité; de proposer une démarche pour implanter un système de management de qualité dans une entreprise. Gestion de la qualité totale :...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,349950,1 +SYS800,Reconnaissance de formes et inspection,"Acquérir les concepts de base et les principales techniques utilisées dans le domaine de la reconnaissance de formes en vue d’adapter éventuellement l'équipement existant à des tâches particulières de production et d'inspection. Méthodes statistiques en reconnaissance de formes. Techniques déterministes et statistiques, tests d'hypothèses, classificateur bayésien, estimation de paramètres et de fonctions de densité, sélection de caractéristiques. Méthode syntaxique en...",4,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,353644,2 +MGC867,Réseaux de drainage et d’assainissement,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de poser un diagnostic pour connaitre la source des problèmes de refoulement et de déversement des eaux usées sans traitement; d’analyser les différentes avenues de solutions pour réduire l’ampleur des inondations et de la pollution des cours d’eau en s’aidant de la modélisation; de cibler la méthode d’auscultation structurale la plus appropriée pour évaluer la résistance structurale résiduelle des...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,353226,2 +CTN763,Services municipaux,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer le fonctionnement des affaires municipales; de décrire les particularités de la gestion des finances municipales; d’identifier et expliquer les différents services municipaux. Introduction aux affaires municipales : institution, organisation, fonctionnement, lois et règlements afférents. Finances municipales : revenus, dépenses, planification et gestion financières, coûts des services et du...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,350059,1 +STA800,Stage industriel de 2e cycle,"Stage rémunéré en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel et hors programme, permet à l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Ce stage constitue une occasion d’insertion professionnelle...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353628,2 +MEC423,Méthode des éléments finis des corps déformables,"Ce cours vise à initier les étudiantes et les étudiants à la méthode des éléments finis en traitant des problèmes de déformation structurale et de conduction thermique. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure :d’appliquer les mathématiques de base de la méthode des éléments finis à des modèles simples;de résoudre des problèmes d’éléments finis en programmant la solution des équations d’équilibre;de modéliser des problèmes simples et...",4,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,352790,1 +PHY015,Physique préparatoire pour le génie (hors programme),"Ce cours vise à présenter les principes fondamentaux de la mécanique, de l’électromagnétisme et de la physique moderne. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : analyser des situations à l’aide de la cinématique de translation et de rotation et des lois de la dynamique ; effectuer des calculs de travail et d’énergie ; analyser des situations physiques à partir des lois fondamentales de l’électricité et du magnétisme et des notions de la...",6,2024-11-02 01:50:21.519,2024-11-02 01:50:21.794,353414,1 +ENM820,Objets connectés,"Ce cours vise à permettre l’acquisition de connaissances clés pour suivre l’évolution des technologies et architectures de l’Internet des objets (IdO). Au terme de cours, l’étudiante ou l'étudiant se sera familiarisé avec les objets connectés, la chaîne de conception des objets connectés et les applications d’IdO. Communication de machine à machine; Conception des objets connectés. Réseaux mobiles. Système embarqué. Développement des applications d’IdO. Capteurs et...",3,2024-11-02 01:50:21.517,2024-11-02 01:50:21.795,350745,2 +LOG675,Programmation compétitive,"Ce cours vise à acquérir les connaissances algorithmiques, mathématiques et de programmation, nécessaires pour la programmation compétitive. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : analyser un problème de programmation compétitive ; choisir les structures de données adéquates pour un problème donné ; concevoir un algorithme efficace pour résoudre un problème ; développer des programmes fiables pour implémenter une solution conçue ;...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,352531,1 +MGA802-H25,Programmation Python pour les projets et stage aux cycles supérieurs,"Ce cours vise à apporter aux étudiants des compétences en programmation avec le langage Python, langage de programmation prédominant autant dans l’industrie qu’en recherche, afin de résoudre des problèmes reliés à leur projet, leur stage ou leurs travaux de recherche. Ce cours utilise une approche pédagogique hybride basée sur le modèle de classe inversée : le matériel pédagogique est en partie fourni sous forme de capsules vidéos que les étudiant.e.s doivent consulter à...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,907862,2 +CTN765,Projets d’expérimentations en laboratoire,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de réaliser l'investigation d’un problème de nature environnementale à l’aide d’une étude pilote de laboratoire; d’établir la portée, les contraintes et limites d’une étude pilote en fonction des besoins d’un client; de planifier et organiser une campagne d’échantillonnage; de réaliser des analyses de laboratoire en vue de formuler des conclusions valides; de présenter et interpréter des résultats...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,350067,1 +GPA791,Projets spéciaux,"Activité destinée à deux catégories d’étudiantes et d'étudiants : celles et ceux qui participent aux diverses compétitions d'ingénierie et celles et ceux qui souhaitent réaliser un travail d’initiation à la recherche (élaboration d’une revue de littérature, définition d’une problématique, ou autre). Dans les deux cas, elles et ils doivent préalablement faire approuver par la direction du Département une proposition écrite spécifiant l'objectif, les moyens nécessaires...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,351823,1 +ELE759,Protection des réseaux électriques,"* Ce cours est réservé aux étudiantes et aux étudiants sélectionnés par l'IGEE Généralités sur les systèmes de protection. Calcul des niveaux de défaut et de courant de court-circuit. Mise à la terre des réseaux : techniques. Techniques de mesure. Transformateurs de mesure. Protection des surintensités de ligne. Protection des lignes : critères de coordination, gradins, philosophies de protection. Protections de transformateurs. Protection des alternateurs. Intégration des...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,350619,1 +IND520,Réalisation d’une solution IdO,"Ce cours vise à développer une solution IdO (Internet des objets/IoT) d’envergure distribuée qui intégrera différentes plateformes logicielles et matérielles. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : appliquer les principes de gestion de projet, de communication et de travail d’équipe ; modéliser les éléments architecturaux et logiciels d’un système IdO ; implémenter les composants d’un système IdO ; déployer un système IdO distribué....",6,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,352299,1 +GTI611,Réseaux de communication IP,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de comprendre le principe de fonctionnement des réseaux de communication IP (Internet protocol), d’analyser les exigences des applications transportées par des réseaux de communication IP, de concevoir un réseau de communication IP en appliquant les principes de base de conception de réseau, de choisir et d’appliquer les technologies réseau les plus utilisées dans l’industrie pour concevoir un réseau de...",4,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,351971,1 +SST825,Sécurité des systèmes électriques et automatisés,"Ce cours vise à initier l’étudiante ou l’étudiant aux risques liés aux systèmes électriques, automatisés et aux équipements de radiocommunications. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer les principes de fonctionnement des systèmes électriques et automatisés;d’identifier et analyser les risques associés à une installation électrique ou un système automatisé; d’appliquer les normes régissant ces systèmes. Électricité :...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,353534,2 +MGC862,Réhabilitation des sites contaminés,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’identifier les principaux problèmes et défis liés à la réhabilitation des sites contaminés;d’interpréter les lois et règlements reliés à la gestion de ces sites; de proposer des solutions techniques de réhabilitation des sols contaminés et de gestion du risque. Notions de base : milieu souterrain et hydrogéologie. Contaminants du sous-sol et de la nappe phréatique : classes de contaminants, propriétés....",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.798,353222,2 +MGA804,Stabilité et commande de vol Fly-by-Wire,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de distinguer les différentes parties de l’avion reliées à la mécanique de vol, incluant les surfaces de contrôle, les capteurs et les instruments de vol;d’appliquer les principes d’aérodynamique afin de déterminer la stabilité statique et réaliser le « trim » d’un avion;de développer des modèles dynamiques d’avion dans différents repères;de classer les qualités de manœuvrabilité de l’avion selon...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353147,2 +SYS802,Méthodes avancées de commande,Notions avancées de commande moderne pour des systèmes linéaires et non linéaires. Avantages du retour d’état par rapport au retour de sortie. Initiation à la commande optimale par la minimisation dAcquérir les notions avancées de commande moderne pour des systèmes linéaires et non linéaires. Avantages du retour d’état par rapport au retour de sortie. Initiation à la commande optimale par la minimisation d’un critère quadratique. Notions de commande robuste et de commande...,4,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,353656,2 +EEC303,Méthodes et estimation des éléments électriques du bâtiment,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer le fonctionnement des systèmes électriques d’un bâtiment; de relever les quantités et de préparer des estimations budgétaires simples pour les travaux d’électricité du bâtiment. Fonctionnement des installations électriques nécessaires, en partant de l’entrée électrique, jusqu’à l’alimentation des luminaires, des prises de courant et des moteurs. Systèmes modernes de domotique...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.795,350195,1 +GPO241,Productique et automatisation industrielle,"Au terme de ce cours, l’étudiante ou l’étudiant aura été initié aux différentes techniques d'automatisation de la production et à ses conséquences sur la productivité et sur le plan humain dans l'industrie. Production et productivité. Automatisation; définition de la conception, de la fabrication et de la gestion des activités de la production. Introduction des différentes techniques utilisées pour l'automatisation de différentes étapes de production. Système CFAO :...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,351843,1 +GTI320,Programmation mathématique : patrons et algorithmes efficaces,"Ce cours présente les approches permettant de concevoir des applications orientées objet efficaces, particulièrement dans le cadre des applications qui reposent sur les calculs mathématiques. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : concevoir un système efficace utilisant la programmation orientée objet; développer des applications qui utilisent les vecteurs et matrices pour résoudre des problèmes; réaliser les opérations fondamentales nécessaires à...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,351901,1 +MTR898,Projet de démarrage d’entreprise 2 : plan d’affaires,"Au terme de cette activité, l’étudiante ou l'étudiant sera en mesure : d’élaborer un plan de gestion des opérations et de commercialisation;d’analyser la concurrence (benchmarking) et d’évaluer son avance technologique;d’établir un positionnement stratégique de l’innovation technologique dans diverses applications;de rédiger une première version d’un plan d’affaires mettant l’accent sur la valorisation de l’innovation et la commercialisation dans divers marchés...",6,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,353390,2 +ELE104,Principes fondamentaux des circuits électriques,"Au terme de ce cours, l'étudiante ou l'étudiant aura acquis les notions fondamentales de génie électrique en métrologie, circuits électriques et électroniques et sécurité électrique. Mesures et erreurs. Mécanismes de fonctionnement, modes d’utilisation et limitations des appareils de mesures et des équipements de laboratoire (oscilloscope, voltmètre, ampèremètre, source de tension et de courant et blocs d’alimentation). Composants passifs (R, L, C) et leurs relations...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,350215,1 +ELE649,Protocoles et réseaux locaux,Acquérir des notions avancées sur les réseaux distribués et les réseaux locaux ainsi que sur les protocoles et configurations de l’Internet. Introduction des modèles de référence. Analyse détaillée des protocoles de communication des réseaux locaux d'après les normes de la société IEEE. Étude des concepts utilisés dans les réseaux locaux et des interconnexions entre réseaux locaux. Analyse de différentes architectures et de quelques topologies de réseaux en fonction des...,3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,350395,1 +GTS502,Risques dans le secteur de la santé : sources et techniques d’évaluation,"Au terme de ce cours, l’étudiante ou l’étudiant aura développé des habiletés qui lui permettront d’identifier et d’évaluer efficacement les principales sources de danger menaçant la santé et la sécurité des opérateurs et des utilisateurs des technologies mises au point pour le secteur de la santé lors de la conception de produits, afin de faciliter leur homologation. Principales sources de risques présentes dans le milieu de la santé : accélération, chute des objets et...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,352149,1 +TIN504,"Santé, technologie et société","Ce cours propose une réflexion sur les liens entre la santé, les technologies, la société et l’environnement, avec une attention particulière aux technologies ayant un impact sur la santé et la société. Exploration et discussion, guidées par des perspectives et concepts issus des sciences humaines et sociales, des enjeux liés au développement et à l’utilisation des technologies dans la société moderne, ainsi que des enjeux de santé et environnementaux contemporains et du...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,354044,1 +ATE850,Règles de base en santé et sécurité,"L’atelier ATE850 doit être réussi avant la période d’inscription à la deuxième session. À la fin de cet atelier, l’étudiante ou l'étudiant sera en mesure de : identifier les actions à prendre en cas d’urgence, d’accident ou de quasi-accident et en cas de constatation de la présence d’une situation dangereuse; reconnaitre les catégories de risque pouvant être présentes dans les laboratoires de l’ÉTS; identifier les services offerts par l’équipe de prévention SST...",0,2024-11-02 01:50:21.522,2024-11-02 01:50:21.798,787886,2 +ELE795,Projet de fin d’études en génie électrique,"Au terme de cette activité, l’étudiante ou l'étudiant sera en mesure de démontrer son habileté à :concevoir des éléments, des systèmes, des procédés et des processus qui répondent à des besoins spécifiques; d’intégrer à la résolution d’un problème technique des enjeux et contraintes non techniques tels que les facteurs économiques, le développement durable, la santé et la sécurité, l’éthique ou les contraintes légales; d’effectuer un travail d’équipe avec...",4,2024-11-02 01:50:21.521,2024-11-02 01:50:21.798,350715,1 +PCH050,Stage d’intégration en entreprise (hors programme),"Stage optionnel et hors programme d’une durée de quatre mois, effectué dans une entreprise ou un organisme selon une entente avec l’École et consistant à réaliser une activité d’initiation au travail de nature technique. Ce stage est l’occasion pour l’étudiante ou l’étudiant de mettre en application les compétences techniques acquises au cours de sa formation dans le cadre du Cheminement universitaire en technologie. Condition préalable : Avoir réussi le volet 2 du...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353394,1 +IND795,Projet de fin d’études en informatique distribuée,Cette activité donne à l’étudiante ou l'étudiant l’occasion de présenter par écrit une analyse détaillée d’un problème complexe et d’en formuler et soutenir les conclusions. Elle lui fournit également l’opportunité de faire la synthèse de connaissances acquises dans son programme d’études. Des étudiantes et des étudiants provenant potentiellement de différents programmes d’études travaillent sous la supervision d’un membre de l'équipe professorale. Le projet...,6,2024-11-02 01:50:21.521,2024-11-02 01:50:21.799,352345,1 +COM120,Méthodes de communication,"Acquérir une plus grande maîtrise des divers outils de communication et, plus particulièrement, des connaissances théoriques et pratiques sur les méthodes et les techniques à la base de toute communication écrite et orale que l’étudiante ou l'étudiant est amené à faire à la fois durant ses études universitaires et sa carrière d’ingénieur. Stratégies visant à améliorer la gestion du travail d’équipe, délimitation des objectifs d’un projet, rédaction d’un plan de...",3,2024-11-02 01:50:21.516,2024-11-02 01:50:21.794,349728,1 +GOL451,Planification et contrôle des opérations,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances en gestion et analytique des opérations dans les entreprises et les organisations afin d’être en mesure d'implanter, d'exploiter, de planifier, d'optimiser et d'améliorer les systèmes de production. Les principes vus dans ce cours pourront être appliqués aux environnements de production manufacturière et de services : Introduction à la gestion des opérations, Modèles de prévision, Modèles de...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,351177,1 +MTR801E,Planning of a research project in engineering,"This course introduces the fundamentals needed to plan independent research and critically review relevant literature in engineering. At the end of this course, students will be able to define, organize and communicate a research project taking into account the context and environment in which it takes place, to apply the rules leading to intellectual integrity, and to critically review the research being conducted in his field. The topics covered include: Classification of Research;...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,353366,2 +GTI750,Programmation et algorithmes quantiques,"Ce cours vise à acquérir des connaissances et à maitriser les techniques de programmation afin d’être en mesure d’implémenter des algorithmes sur des ordinateurs quantiques. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : comprendre les éléments fondamentaux de la programmation sur des ordinateurs quantiques ; distinguer les différentes techniques de programmation des ordinateurs quantiques ; développer des applications combinant les ordinateurs classiques...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,352067,1 +MGA802-É25,Programmation Python pour les projets et stage aux cycles supérieurs,"Ce cours vise à apporter aux étudiants des compétences en programmation avec le langage Python, langage de programmation prédominant autant dans l’industrie qu’en recherche, afin de résoudre des problèmes reliés à leur projet, leur stage ou leurs travaux de recherche. Ce cours utilise une approche pédagogique hybride basée sur le modèle de classe inversée : le matériel pédagogique est en partie fourni sous forme de capsules vidéos que les étudiant.e.s doivent consulter à...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,909125,2 +MGC854,Projets de construction internationaux,"Ce cours vise à acquérir les connaissances du milieu économique, politique et culturel des projets de construction internationaux. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : expliquer les aspects juridiques des projets internationaux; reconnaître les spécificités des projets internationaux; identifier les organismes internationaux; caractériser les grands ensembles économiques. Aspects juridiques. Spécificité des projets internationaux : aspects sociaux,...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,412709,2 +LOG791,Projets spéciaux,"Activité destinée à deux catégories d’étudiantes et d'étudiants: celles et ceux qui participent aux diverses compétitions d'ingénierie et celles et ceux qui souhaitent réaliser un travail d’initiation à la recherche (élaboration d’une revue de littérature, définition d’une problématique, ou autre). Dans les deux cas, elles et ils doivent préalablement faire approuver par la direction du Département une proposition écrite spécifiant l'objectif, les moyens nécessaires...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.796,352601,1 +ENT304,Projets spéciaux en entrepreneuriat IV,"Il doit s’agir d’un projet de conception en ingénierie dans le cadre de la création d’une entreprise, accompli selon une démarche entrepreneuriale et un processus créatif, itératif et évolutif qui repose sur les connaissances acquises en mathématiques, sciences fondamentales, sciences du génie et études complémentaires. Le projet doit avoir une haute teneur en conception et en sciences du génie. Au terme de cette activité, les étudiantes ou les étudiants seront en mesure de...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.796,350812,1 +GOL201,Outils de conception et d’analyse de produits et de services,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis une vision globale de la technologie de la conception de produits et de l’amélioration continue des environnements de production afin de maximiser la valeur ajoutée, puis saura utiliser des méthodes et outils pour sa mise en œuvre. Utiliser un système de CAO et un ensemble d’outils, souvent graphiques, dans le cadre de la conception ou de l’amélioration d’environnements de production, de service et de logistique....",4,2024-11-02 01:50:21.518,2024-11-02 01:50:21.797,351123,1 +GCI312,"Santé, sécurité et gestion de personnel en construction","À la suite de ce cours, l’étudiante ou l’étudiant sera en mesure : •d’identifier les rôles et les responsabilités en SST des divers intervenants sur le chantier de construction; •de connaitre les principales activités de gestion de la prévention des lésions professionnelles; •de connaitre les principes généraux du système législatif canadien et québécois en matière de droit du travail applicable à l’industrie de la construction. Principes et activités...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,350904,1 +ENR865,Réseaux électriques intelligents,"Ce cours vise à familiariser les étudiantes ou les étudiants aux réseaux électriques intelligents (REI) dans un contexte de gestion intelligente de la distribution de l’énergie électrique. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’expliquer les enjeux du secteur électrique dans un contexte d’ouverture à la concurrence et d’évolution des méthodes de distribution de l’énergie; de prendre en considération les contraintes techniques, économiques et...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,350784,2 +LOG795,Projet de fin d’études en génie logiciel,"À la fin de cette activité, l’étudiante ou l'étudiant sera en mesure : de concevoir des éléments, des systèmes, procédés et processus qui répondent à des besoins spécifiques tout en respectant des contraintes non techniques telles que les facteurs économiques, le développement durable, la santé et la sécurité, l’éthique et les contraintes légales; d’appliquer une méthodologie de conception rigoureuse; de produire toute la documentation technique nécessaire à la mise...",4,2024-11-02 01:50:21.521,2024-11-02 01:50:21.798,352603,1 +MEC329,Résistance des matériaux,"Au terme de ce cours, l’étudiante ou l’étudiant aura approfondi les concepts de la statique dans l'espace, de la résistance des matériaux sous chargements complexes et sera en mesure d’appliquer la méthodologie de projet dans la conception des structures des membrures sous chargements combinés. À la fin du cours, l’étudiante ou l'étudiant sera en mesure : d’écrire les équations d’équilibre en 2D et 3D en se basant sur le diagramme du corps libre d’un élément...",4,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,352764,1 +PHY335,Physique des ondes,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les concepts de base et les techniques mathématiques associés à l'étude de certains phénomènes de la propagation des ondes, en particulier ceux de l'acoustique et de l'optique. Ondes et phénomènes oscillatoires. Mouvement harmonique simple. Oscillations. Mouvement ondulatoire. Acoustique : nature et propagation du son, transmission du son (absorption, réflexion, réfraction). Optique : nature et propagation de la...",4,2024-11-02 01:50:21.518,2024-11-02 01:50:21.794,353432,1 +ATE075,NeuroFOCUS : stratégies d'études optimales (hors programme),"Cet atelier vise à offrir les dernières techniques en matière de planification, d’organisation et de gestion du temps afin de gagner en efficacité et de se doter d’une bonne structure de travail. Au terme de cet atelier, l’étudiante ou l’étudiant aura acquis des habitudes de travail optimales visant à favoriser la réussite de ses études universitaires. Il sera en mesure d’intégrer de saines habitudes de vie à son quotidien, de mettre en pratique des stratégies...",1,2024-11-02 01:50:21.517,2024-11-02 01:50:21.795,349678,1 +GES817,Produits dérivés,"Ce cours vise à transmettre aux étudiantes et aux étudiants une compréhension de la nature des titres dérivés, de leurs marchés, des principes d'évaluation qui leur sont applicables, des liens qui les unissent aux titres sous-jacents et des stratégies de couverture et de spéculation qui leur sont propres. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de définir la nature et expliquer le comportement des titres dérivés négociables; de développer des...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,350962,2 +INF147,Programmation procédurale,"Acquérir les notions et l’expérience de programmation procédurale nécessaires pour solutionner efficacement des problèmes reliés au génie électrique. Étude du langage C en appliquant les notions de programmation structurée à la résolution de problèmes de base reliés au génie électrique. Programmation de base : syntaxe, constantes, variables, types, conversion de types, opérateurs et expressions, structures de contrôle et décision, fonctions et passage de paramètres,...",4,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,352365,1 +MEC754,Optimisation en production manufacturière,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de maîtriser l’ensemble des méthodes et techniques d’optimisation et de simulation des systèmes manufacturiers dans un contexte de réseaux d’entreprises. Apprendre les principales notions de modélisation pour une évaluation quantitative des politiques, stratégies et actions possibles dans le cours des opérations d’un système manufacturier. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure :...",3,2024-11-02 01:50:21.518,2024-11-02 01:50:21.796,353062,1 +CTN793,Projet de fin d’études en génie de la construction,"À la fin de cette activité, l’étudiante ou l'étudiant sera en mesure de démontrer son habileté à : concevoir des éléments, des systèmes, des procédés et des processus qui répondent à des besoins spécifiques tout en respectant des contraintes non techniques telles que les facteurs économiques, le développement durable, la santé et la sécurité, l’éthique ou les contraintes légales; appliquer une méthodologie de conception rigoureuse; produire toute la documentation...",4,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,350153,1 +GOL509,Procédés de fabrication,"Au terme de ce cours, l’étudiante ou l'étudiant sera familier avec les différentes techniques de mise en forme des matériaux. Principes généraux de mise en forme des métaux, des polymères et des céramiques. Mise en forme à l'état liquide : microstructure, fluidité, solidification, procédés de moulage. Mise en forme à l'état pâteux : écoulement à l'état pâteux, injection, extrusion. Mise en forme à l'état solide : déformation plastique, forgeage, laminage, pliage,...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.797,351279,1 +SSC840,"Risques, accidents et enjeux environnementaux sur chantiers","Ce cours vise l’identification et l’évaluation des dangers réels ou potentiels sur un projet et un chantier de construction. Il vise également à sensibiliser l’étudiante ou l'étudiant aux risques accrus liés aux caractères temporaires d’éléments de construction, échéanciers serrés, exigences en termes de délais de livraison et impératifs de production. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’influer sur les phases de la conception quant à...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,353520,2 +COM140,Rédaction technique et communication en génie aérospatial,"Au terme de ce cours, l’étudiant sera en mesure de : rédiger un rapport de conception en génie aérospatial en suivant une méthode rigoureuse, rédiger des documents techniques et administratifs propres au domaine, préparer et présenter des exposés oraux, entre autres, sur le projet de conception et travailler efficacement en équipe. Préparation des phases rédactionnelles d’un projet de conception. Apprentissage de stratégies visant à améliorer le style technique. Présentation...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,912705,1 +SYS843,Réseaux de neurones et systèmes flous,"Acquérir les notions fondamentales sur les réseaux de neurones et les systèmes flous, et se familiariser avec les principaux modèles permettant d’analyser les avantages et les limites d’une application donnée. Réseaux de neurones : définitions, caractéristiques, fondements biologiques, structure et fonctionnement de base. Méthodologie de construction et description des principaux modèles : Perceptron, Adaline-Madaline, rétropropagation, Hopfield, Kohonen, ART, etc. Réalisation...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,353752,2 +SYS833,Signaux et systèmes numériques,"Acquérir les méthodes d'analyse, de conception et de réalisation de systèmes de filtrage et de traitement numérique des signaux. Être capable d’appliquer ces méthodes à des besoins particuliers. Signaux et systèmes numériques : convolution, analyse de Fourier, transformée en Z, stabilité, méthodes de conception des filtres RIF et RII, structures de réalisation, erreurs. Systèmes multicadences : décimation, interpolation, introduction aux banques de filtres. Signaux aléatoires...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,353740,2 +STA204,Stage industriel II en génie des technologies de l’information,"Stage effectué dans une entreprise ou un organisme et en conformité avec les règlements de l'École, d'une durée de quatre ou huit mois, répartie sur une ou deux sessions, selon le cas. Durant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur et participe à l'exécution d'un projet en apportant une contribution significative à la solution de divers problèmes d'ingénierie.",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,353564,1 +STA101,Stage industriel I en génie de la construction,"Stage permettant à l’étudiante ou à l'étudiant de se familiariser avec les réalités du monde industriel. Il sera en mesure de réaliser, en conformité avec les règlements de l'École, une activité d'une durée de quatre mois en entreprise selon une entente avec l’ÉTS. Ce stage consiste en un programme d'entraînement relié au champ d'activités dans lequel l'étudiant désire se perfectionner. Le programme d'entraînement permet au stagiaire de remplir des tâches variées...",9,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353540,1 +CTN320,Planification et contrôle des projets de construction,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de préparer et calculer un échéancier de projet en utilisant les techniques des diagrammes à bandes, linéaires et Spatio-temporels, des réseaux graphiques et des logiciels de planification; les plus utilisés; d’assurer le suivi d’un projet en tenant compte de l'échéancier original; de concevoir et d'utiliser des systèmes de contrôle pour un projet de construction; de planifier et de niveler l'utilisation des...",4,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,349810,1 +GPA551,Production et gestion de projets,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis les connaissances en gestion de projets dans un contexte d’optimisation et d’amélioration des opérations dans les entreprises et les organisations afin d’être en mesure d'implanter, d'exploiter et d'améliorer des systèmes de planification et de contrôle de la production, des flux et des stocks, tout en structurant la démarche sous forme de projet, tout au long de l’apprentissage. Les principes de gestion de projets...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.795,351573,1 +GES827,Prévention et règlement des différends,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de reconnaître la spécificité et le potentiel des processus de prévention et de règlement des différends dans la gestion des conflits; de représenter les habiletés de base propres à la négociation, à la médiation et à l’arbitrage dans un contexte d’ingénierie d’affaires; d’utiliser les techniques communicationnelles nécessaires à l’application concrète de la prévention et du règlement des...",3,2024-11-02 01:50:21.519,2024-11-02 01:50:21.795,350980,2 +TCH056,Programmation Web,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Ce cours vise à initier l'étudiante ou l’étudiant aux rudiments de la programmation Web. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : développer des applications Web dynamiques; expliquer les particularités d’une application Web et ses modèles de communication; exploiter les langages côté client : balisage HTML, feuilles de styles et manipulation dynamique du modèle-objet...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,353956,1 +CTN705,Projets internationaux d’ingénierie de construction,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’utiliser les différents aspects techniques et organisationnels reliés aux projets internationaux d’ingénierie de la construction. Avant-projet : définition des besoins, analyse des contextes physique, politique, social, économique, etc. Organismes de financement, modes de réalisation potentiels, lettre d’intérêt. Planification : conditions particulières au site des travaux (main-d’œuvre, matériaux,...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.796,349958,1 +GIU801,"Principes, visions et prospectives du génie urbain","À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure d’identifier les enjeux du génie urbain et de définir le caractère spécifique de ce domaine et sa valeur ajoutée pour une collectivité municipale. Introduction et principes fondamentaux du génie urbain (systèmes urbains, acteurs, territoires). Développement urbain durable et évaluation de son impact sur la gestion des villes et leurs infrastructures Enjeux techniques des villes. Innovation générée par le génie...",3,2024-11-02 01:50:21.520,2024-11-02 01:50:21.796,351083,2 +GES874,Protection de l'environnement et projets internationaux,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’effectuer des analyses stratégiques concernant des enjeux environnementaux internationaux; d’utiliser, à des fin de gestion et de prise de décision, des variables d’analyse sociales, économiques, politiques et normatives; de faire des choix environnementaux adaptés aux cadres de régie internationale. Analyse des environnements industriels et physiques dans un contexte d’ingénierie globale. Analyse des...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,351037,2 +MTR891,Rapport technique II,"À la suite de la réalisation du stage, l’étudiante ou l'étudiant sera en mesure d’approfondir une problématique de génie vécue ou constatée lors du stage en entreprise. L’étudiant fera une analyse du problème et proposera une solution. L’étudiant aura à produire un rapport, sous la supervision d’un professeur, comportant entre autres : la description du problème, son analyse et des pistes de solutions.",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,353376,2 +MGR870,Réseautage dans les réseaux sans fil,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser les technologies associées aux réseaux sans fil; de démontrer les principes fondamentaux reliés à la conception, l’analyse de performance et le contrôle des réseaux sans fil; d’appliquer ces principes à la résolution de problèmes de conception et d’analyse de réseaux sans fil. Connaissances fondamentales sur les réseaux sans fil et évolution de la recherche dans ce domaine. Réseaux locaux sans...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,353290,2 +COM410,Rédaction technique et communication en génie logiciel,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : rédiger des rapports de conception en génie logiciel en suivant une méthode rigoureuse; rédiger des documents techniques et administratifs propres au domaine; préparer et présenter des exposés oraux, entre autres sur un projet de conception. Phases rédactionnelles d’un projet de conception. Écrits techniques et administratifs reliés à l’ingénierie. Tenue de réunions concernant la planification des tâches...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.798,349762,1 +MGC825,Réhabilitation des ouvrages d'art,"Acquérir les méthodes d'auscultation et d'évaluation des ouvrages en service, les procédures de réparation en surface et de réhabilitation structurale des ouvrages vieillis en vue d’augmenter leur durée de vie. Méthodes d'auscultation et d'expertise des ouvrages vieillis. Méthodes d'évaluation in situ. Estimation de la résistance et de la rigidité résiduelles. Conformité avec les normes en vigueur. Méthodes et procédures de réparation en surface et de renforcement structural....",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.798,353196,2 +STA202,Stage industriel II en génie de la production automatisée,"Stage effectué dans une entreprise ou un organisme et en conformité avec les règlements de l'École, d'une durée de quatre ou huit mois, répartie sur une ou deux sessions, selon le cas. Durant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur et participe à l'exécution d'un projet en apportant une contribution significative à la solution de divers problèmes d'ingénierie.",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,353560,1 +STA307,Stage industriel III en génie mécanique,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Le programme d'entraînement permet au stagiaire de remplir des tâches variées répondant aux exigences et aux besoins de l’entreprise et d’appliquer des connaissances théoriques. Ce stage est l’occasion pour l'étudiante ou l'étudiant d'apporter une...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,353588,1 +ENR850,Qualité de l’énergie électrique,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier et analyser les différents types de problèmes de qualité de l’énergie électrique causée par les sources d’énergies renouvelables et différents types des charges, et de développer la technologie de pointe pour améliorer la situation; d’appliquer les techniques de mesure et les normes relatives à la qualité de l’énergie électrique;d’appliquer les techniques classiques et de pointe pour la...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,350776,2 +DGA1031E,Research Problem,"The first part of the pre-doctoral examination, called Research Problem, leads the student to define their research project, under the supervision of their thesis advisor, as early as possible. It includes three main steps: identification of the research subject, development of preliminary research specifications, and oral presentation of the research project.",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,389261,3 +COM400,Rédaction technique et communication en génie électrique,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : rédiger des rapports de conception en génie électrique en suivant une méthode rigoureuse; rédiger des documents techniques et administratifs propres au domaine; préparer et présenter des exposés oraux, entre autres sur un projet de conception. Phases rédactionnelles d’un projet de conception. Écrits techniques et administratifs reliés à l’ingénierie. Tenue de réunions concernant la planification des...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,349754,1 +MGC830,Réhabilitation des bâtiments,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’évaluer la capacité structurale des charpentes et des fondations des bâtiments en considérant l’état des matériaux et les nouvelles charges d’utilisation; de proposer des mesures correctives appropriées. Évaluation structurale. Méthodes d’auscultation et évaluation in situ. Résistance et rigidité résiduelles. Conformité avec les codes et normes en vigueur. Méthodes et procédures de réparation et de...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.798,353200,2 +GOL401,Réingénierie de processus d’affaires et transformation numérique,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des connaissances relatives à la réingénierie des processus d’affaires et de la transformation numérique. Connaître l’importance de l’analyse et de la conception des processus d’affaire. Intégrer les données appropriées et les concepts de qualité dans la robotisation des processus. Déterminer les mesures de la performance. Réaliser la planification des tâches et le déploiement des technologies...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.798,351153,1 +STA306,Stage industriel III en génie logiciel,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Pendant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur et participe à la conception ou à l’exécution de projets d’ingénierie. Ce stage est l’occasion pour l'étudiante ou l'étudiant d'apporter une...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,353586,1 +STA102,Stage industriel I en génie de la production automatisée,"Stage visant principalement à sensibiliser l'étudiante ou l'étudiant aux réalités du monde industriel et consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée de quatre mois en entreprise selon une entente avec l’ÉTS. Ce stage consiste en un programme d'entraînement relié au champ d'activités dans lequel l'étudiant désire se perfectionner. Le programme d'entraînement permet au stagiaire de remplir des tâches variées répondant aux...",9,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353542,1 +STA105,Stage industriel I en génie électrique,"Stage visant principalement à sensibiliser l'étudiante ou l'étudiant aux réalités du monde industriel et consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée de quatre mois en entreprise selon une entente avec l’ÉTS. Ce stage consiste en un programme d'entraînement relié au champ d'activités dans lequel l'étudiant désire se perfectionner. Le programme d'entraînement permet au stagiaire de remplir des tâches variées répondant aux...",9,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353548,1 +GES886,Sujets spéciaux : projets internationaux et ingénierie globale,Sujets d’intérêt majeur dans les domaines des projets internationaux et de l’ingénierie globale.,3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,351051,2 +STA321,Stage industriel III à l’international en génie de la construction,"Stage consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Pendant cette période, l’étudiante et l'étudiant travaille pour une entreprise ou un organisme actif sur le plan international. L’objectif premier du stage est d’acquérir, par le biais de la conception de projets ou de la participation à leur exécution, une expérience professionnelle à...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.800,353590,1 +SYS863,Sujets spéciaux I en génie de la production automatisée,Sujets d'intérêt majeur dans le domaine du génie de la production automatisée et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353776,2 +MTI882,Sujets spéciaux II : technologies de l’information,Sujets d'intérêt majeur dans le domaine des technologies de l’information et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Sujets particuliers dans différentes spécialités du domaine des technologies de l’information. Le sujet proposé peut varier à chaque fois que cette activité est mise à l’horaire,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353362,2 +GPA741,Systèmes de commande des avions,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’illustrer la conception des systèmes de commande des avions; de déterminer le comportement d’un avion selon le point de vue du pilote et de l’ingénieur; d’identifier les qualités de vol d’un avion. Résolution des problèmes de dynamique et de stabilité de l'avion : étude du comportement latéral et longitudinal de l'avion. Calcul des qualités de vol et de maniabilité en fonction de la classe de vol, la...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,351673,1 +CTN732,Systèmes mécaniques du bâtiment,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer les différents systèmes de plomberie, chauffage, climatisation, ventilation et protection contre l’incendie; de concevoir de manière préliminaire les systèmes de plomberie et de protection contre l’incendie; d’identifier les différentes composantes des systèmes de chauffage, climatisation et ventilation pour l’estimation et la planification des travaux. Rappel des notions de thermodynamique....",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.802,349972,1 +SSC810,Responsabilité professionnelle sur chantiers de construction,"Ce cours vise à situer le cadre réglementaire de la pratique professionnelle d’ingénieur ou d’architecte particulièrement en regard à la Loi sur la santé et la sécurité du travail, aux applications sur le Code de sécurité construction et aux lois et règlements relatifs à l’environnement. Le cours permettra à l’étudiante ou à l'étudiant d’apprendre à agir comme professionnel et comme cadre mandataire du maître d’oeuvre ou de l’entrepreneur étant responsable de la...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,353514,2 +SYS875,Robotique de précision,"Ce cours vise à permettre l’acquisition de notions théoriques et pratiques sur la robotique industrielle, sur les caractéristiques métrologiques des robots industriels et sur les approches d’étalonnage des manipulateurs industriels. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’identifier les différentes catégories de robots disponibles en industrie; d’interpréter la terminologie technique de la robotique industrielle; de colliger les principales...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,353804,2 +SCE020,Science expérimentale et théorique en chimie,"Ce cours vise à complémenter les savoirs théoriques en chimie des étudiants et à les rendre plus autonomes dans la réalisation sécuritaire d’expériences scientifiques. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : interpréter l’effet des liaisons chimiques et des forces intermoléculaires sur les propriétés de la matière; préparer un cahier de laboratoire avec rigueur; utiliser l’instrumentation et le matériel de laboratoire de manière...",4,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,910829,1 +SST803,Sécurité et protection incendie,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure :d’expliquer les phases de développement d’un incendie;de proposer un système d’extinction en conformité avec la réglementation en vigueur; d’appliquer les concepts généraux relatifs à la résistance au feu des structures; d’analyser les phénomènes de transfert de chaleur et de masse. Statistiques, organismes concernés par la prévention des incendies. Réglementations et normes en vigueur. Les grandes...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,353526,2 +ENV881-H25,Solutions technologiques pour les enjeux de l'eau (Aqua Hacking),Objectif du cours :Cerner la complexité d’un enjeu et des problèmes associés aux parties prenantes du domaine de l’eau; Approfondir les connaissances sur les causes des problèmes identifiés; Faire la preuve de concept d’une solution appropriée; Réaliser une étude de marché et un plan d’affaires; Communiquer des idées avec une argumentation scientifique. Descriptif du cours : Compréhension des besoins d’un porteur d’enjeux; Élaboration d’une carte conceptuelle d’un...,3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,907802,2 +STA802,Stage industriel et rapport technique,"Stage réalisé en industrie permettant à l’étudiante ou à l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le contenu du stage est en fonction du ou des mandats confiés au stagiaire par l’employeur. L’étudiante ou l'étudiant est évalué par le Service de l’enseignement coopératif, en collaboration avec l’employeur, en ce qui a...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353634,2 +STA401,Stage industriel IV en génie de la construction,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des...",9,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,353602,1 +STA407,Stage industriel IV en génie mécanique,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des...",9,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,353616,1 +BIM820,Stratégies d’intégration des TI en construction,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de reconnaître la problématique des technologies de l'information (TI) dans l’industrie de la construction; de préparer une revue de la littérature dans les TI appliquées à la construction; de cartographier des processus pour les analyser et les automatiser en appliquant les TI afin de les rendre efficaces; de choisir les outils et technologies les plus appropriés pour un type problème donné; d’appliquer des TI...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,349690,2 +MGA802,Sujets spéciaux I en aéronautique,Sujets d’intérêt majeur et à la fine pointe de la technologie. Deux sujets sont offerts en alternance (un par année). ,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.800,353139,2 +SYS866,Sujets spéciaux II en génie de la production automatisée,Sujets d'intérêt majeur dans le domaine du génie de la production automatisée et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353792,2 +ELE704,Systèmes de commande de vol Fly-by-wire,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de distinguer les différentes parties de l’avion reliées à la mécanique de vol, incluant les surfaces de contrôle, les capteurs et les instruments de vol;d’appliquer les principes d’aérodynamique afin de déterminer la stabilité statique et réaliser le « trim » d’un avion;de comprendre le modèle dynamique d’un avion;de classer les qualités de manœuvrabilité de l’avion selon les normes...",3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.802,350517,1 +STA304,Stage industriel III en génie des technologies de l’information,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Pendant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur et participe à la conception ou à l’exécution de projets d’ingénierie. Ce stage est l’occasion pour l'étudiante ou l'étudiant d'apporter une...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.802,353582,1 +IND220,Systèmes d’exploitation et services Internet,"Ce cours vise à configurer et exploiter efficacement une machine locale ou distante dans un contexte d’informatique distribuée. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : configurer le système d’exploitation d’une machine ; d’automatiser ses tâches à travers le développement de scripts ; agir sur une machine distante ; identifier les services Internet nécessaires selon les besoins liés à leur projet d’informatique distribuée ; mettre en place...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,352255,1 +MTI860,Réalité virtuelle et augmentée,"Ce cours vise à familiariser les étudiantes et les étudiants avec les mécanismes sensoriels humains impliqués dans les systèmes de réalité virtuelle et de réalité augmentée ainsi que de les initier au développement d’applications de réalité virtuelle et de réalité augmentée. Au terme de ce cours, les étudiantes et les étudiants seront en mesure de : comprendre et expliquer les mécanismes sensoriels de l'humain qui sont impliqués dans la perception de la réalité...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.797,353354,2 +IND300,Sécurité dans les environnements informatiques distribués,"Ce cours vise à expliquer les enjeux de sécurité des systèmes distribués. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : comprendre les vulnérabilités inhérentes aux systèmes distribuées ainsi que leur surface d’attaque; mettre en pratique les techniques de protection des communications, des mécanismes de coordination, des services et données dans ces systèmes; analyser les risques de systèmes distribués. Propriétés de sécurité. Informatique...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,352285,1 +MGR820,Réseaux haut débit et nouvelles technologies de IP," Acquérir les connaissances clés pour suivre l’évolution des technologies et architectures de réseaux IP. Nouveaux protocoles permettant la prise en compte des réseaux haut débit et de la qualité de service pour les applications multimédias. Accent particulier sur la mise en œuvre de la QoS dans les réseaux IP. Téléphonie, multiplexage et mobilité dans les réseaux de données. Illustration des différents types de protocoles et d’architectures dans le contexte d’un...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,353282,2 +MGC826,Réhabilitation et renforcement de structures en béton à l’aide de matériaux composites avancés,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’évaluer les structures existantes en terme de résistance et rigidité résiduelles;de déterminer les caractéristiques mécaniques et élastiques des matériaux composites avancés, ainsi que les normes et codes régissant ces nouveaux matériaux de construction;de différencier les techniques de renforcement des structures déficientes, ainsi que leurs limites;de mener à bien des projets complets de réhabilitation et...",3,2024-11-02 01:50:21.522,2024-11-02 01:50:21.798,353198,2 +GOL465,Simulation des opérations et des activités de services,"Au terme de ce cours, l’étudiante ou l’étudiant aura été initié aux techniques d'évaluation des mesures de performance des systèmes de production de biens et de services. Bref rappel des différentes configurations de systèmes de production, des environnements de services directs à la clientèle comme les banques et les milieux médicaux, présentation des principaux problèmes associés à leur opération. Mesures de performance des systèmes manufacturiers et des environnements...",4,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,351201,1 +STA403,Stage industriel IV en génie des opérations et de la logistique,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des...",9,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,353608,1 +STA106,Stage industriel I en génie logiciel,"Stage visant principalement à sensibiliser l'étudiante ou l'étudiant aux réalités du monde industriel et consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée de quatre mois en entreprise selon une entente avec l’ÉTS. Ce stage consiste en un programme d'entraînement relié au champ d'activités dans lequel l'étudiant désire se perfectionner. Le programme d'entraînement permet au stagiaire de remplir des tâches variées répondant aux...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,353550,1 +GOL791,Sujets spéciaux,"Activité destinée à deux catégories d’étudiantes et d'étudiants : celles et ceux qui participent aux diverses compétitions en ingénierie et celles et ceux qui souhaitent réaliser un travail d’initiation à la recherche (élaboration d’une revue de littérature, définition d’une problématique, ou autre). Dans les deux cas, elles et ils doivent préalablement faire approuver par la direction du Département une proposition écrite spécifiant l'objectif, les moyens nécessaires...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,351469,1 +MGL843,Sujets avancés en conception logicielle,"Sujets avancés en conception de logiciels. Pratiques à l’avant-garde de la conception de logiciels, la visualisation des éléments de la conception, les design patterns (motifs ou patrons de conception), la stabilité, la traçabilité des exigences non fonctionnelles, la fiabilité, l’agilité, la refactorisation, tout avec une perspective orientée-objet.",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,353256,2 +ENV882,Sujets spéciaux II en génie de l'environnement,Sujets d'intérêt dans le domaine du génie du génie de l’environnement pour se familiariser avec les derniers développements technologiques (savoirs et de pratiques) dans un domaine de pointe. Le sujet proposé peut varier à chaque fois que ce cours est mis à l’horaire.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,350860,2 +SST835,Sûreté de fonctionnement et ergonomie des procédés industriels,"Ce cours vise à initier les étudiantes et les étudiants aux connaissances en sûreté de fonctionnement, en sécurité des systèmes et aux liens de ces deux disciplines avec l’ergonomie et le génie des facteurs humains. Au terme de ce cours l’étudiante ou l’étudiant sera en mesure de : maîtriser les principaux outils et les méthodes industrielles de la sûreté de fonctionnement utilisés dans l’industrie; mettre en application les notions, les outils et les méthodes de...",3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,398740,2 +SYS836,Systèmes de communication numérique avancés,"Étudier la conception et l’évaluation des systèmes de communication numérique complexes. Acquérir les connaissances nécessaires à la réalisation de tels systèmes et réaliser un système simulé en environnement hostile. Concepts et techniques de pointe en communication numérique. Révision des sous-systèmes : modulation, codage, égalisation, estimation de paramètres tels que la phase et l’amplitude. Analyse du dimensionnement matériel et des performances d’erreur pour des...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,353744,2 +SYS872,Systèmes logistiques durables,"Ce cours vise à familiariser les étudiantes et étudiants aux divers outils et méthodes de prise de décision et d'optimisation en vue d'améliorer la durabilité des systèmes logistiques. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : définir les principes du développement durable et les principaux défis de la logistique durable; décrire l'écoconception et l'analyse du cycle de vie; utiliser des outils appropriés pour mesurer la durabilité des chaînes...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.802,398777,2 +GPA546,Robots industriels,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des notions de base en programmation, conception et cinématique des robots industriels. Programmation et utilisation des robots : contrôleur, boîtier de commande, manipulateur, fonctionnement manuel, langage KAREL et V+, définition des positions et des tracés, programmation hors ligne, sécurité en production. Conception des robots : historique, définitions, classification, applications, actionneurs, transmission du...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,351557,1 +LOG460,Sécurité des logiciels,"En dépit du progrès de la discipline du génie logiciel et des nombreux mécanismes de défense développés, les logiciels déployés et exécutés sur nos infrastructures sont souvent la cible de cyberattaques. En effet, de nouvelles vulnérabilités logicielles sont régulièrement découvertes, ce qui représente de nombreuses brèches qui peuvent être exploitées afin de mener des cyberattaques redoutables. De ce fait, les spécialistes en cybersécurité doivent maîtriser les...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,352473,1 +TEL156,Réseaux téléinformatiques,"À la fin du cours, l’étudiante ou l'étudiant sera en mesure : de représenter les concepts de base rattachés à la transmission d’informations; d’appliquer ces concepts à l’aide de protocoles et d’exemples concrets; de formuler une appréciation de l’environnement et de l’évolution des réseaux de télécommunications. Notions conceptuelles et pratiques de la communication dans les réseaux étendus. Introduction à la téléinformatique et aux concepts de protocoles des...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,354030,1 +STA203,Stage industriel II en génie des opérations et de la logistique,"Stage effectué dans une entreprise ou un organisme et en conformité avec les règlements de l'École, d'une durée de quatre ou huit mois, répartie sur une ou deux sessions, selon le cas. Durant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur et participe à l'exécution d'un projet en apportant une contribution significative à la solution de divers problèmes d'ingénierie.",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,353562,1 +MTR895,Projet d’intervention en entreprise,"Intégrer les connaissances acquises dans les cours du programme et les appliquer dans un processus d’innovation, de développement ou de transfert technologique dans un contexte réel de pratique professionnelle. L’étudiant a la responsabilité d’identifier un mandat d’entreprise et de le faire approuver par un professeur. Le mandat est réalisé en partie sur les lieux de l’entreprise. Si un étudiant est déjà en situation d’emploi régulier, le projet peut être défini dans...",15,2024-11-02 01:50:21.521,2024-11-02 01:50:21.799,353384,2 +STA405,Stage industriel IV en génie électrique,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des...",9,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,353612,1 +DST802,Projet technologique,"Identifier une situation problème comportant des aspects scientifiques et technologiques. Rechercher des solutions scientifiques et technologiques. Concevoir un projet de fabrication d’un objet : plan, cahier de charges, prototype, etc. Utiliser des technologies informatiques (CAO, FAO). Analyser les répercussions environnementales. Faire le bilan d’identification des apprentissages réalisés.",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.800,350183,2 +LOG320,Structures de données et algorithmes,"Acquérir une connaissance spécifique au génie logiciel des structures de données et des algorithmes. Comprendre et utiliser l'analyse asymptotique afin de choisir judicieusement les structures de données appropriées et le type d'algorithme optimal pour résoudre efficacement un problème tout en respectant les contraintes imposées et les ressources disponibles. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure de choisir parmi une multitude de structures de données de...",4,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,352429,1 +MGC921,Sujets spéciaux I en génie de la construction,S’initier à des sujets d'intérêt majeur dans le domaine du génie de la construction en se familiarisant avec les derniers développements technologiques dans un ou plusieurs domaines de pointe et en abordant des sujets particuliers dans différentes spécialités du domaine. ,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353230,2 +GES880,Sujets spéciaux I en gestion de l'innovation,Sujets d'intérêt majeur dans le domaine de la gestion de l'innovation et familiarisation avec les derniers développements technologiques. ,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,351041,2 +SYS828,Systèmes biométriques,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’acquérir les notions fondamentales en biométrie, de comparer les principaux modèles neuroniques et statistiques exploités pour faire la mise en œuvre des systèmes biométriques, d’analyser les avantages et les limites de différentes architectures de systèmes pour une application donnée. Introduction à la biométrie : historique; caractéristiques biométriques; domaines d’applications; fonctions...",3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353732,2 +ELE785,Systèmes de communication sans fil,"Au terme de ce cours, l'étudiante ou l'étudiant aura appris à synthétiser les notions de télécommunications afin de maîtriser la conception des systèmes de télécommunications pratiques en mettant l'accent sur l'étude de cas de liaisons hertziennes, satellites, de téléphonie cellulaire et de réseaux sans fil de la norme 802.11. Identification des paramètres critiques du système en vue d'élaborer l'analyse du budget de liaison : milieu de transmission, puissance et température...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,350679,1 +IMM110,Systèmes internes d'un bâtiment,"Ce cours vise à comprendre les principales composantes des systèmes mécaniques et électriques d’un bâtiment ainsi que les normes et les réglementations en vigueur dans le but de s’assurer de la conformité des installations. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure : de décrire les principales composantes des systèmes mécaniques et électriques d'un bâtiment; d’utiliser les chapitres applicables du Code national du bâtiment et d’appliquer les normes et...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.802,352241,1 +MEC627,Technologies de fabrication additive,"À la fin du cours, l’étudiante ou l'étudiant sera en mesure : d’effectuer une veille technologique sur la fabrication additive; de comparer différents procédés de fabrication additive; de fabriquer un prototype en utilisant un procédé de fabrication additive; de recommander un procédé de fabrication additive qui tienne compte de l’usage du prototype et de contraintes telles le coût, les délais, la précision, etc. Rôle d'un prototype dans le cadre du développement d'un...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.803,352896,1 +TCH020,"Santé, sécurité et gestion de personnel en construction","Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’identifier les risques et les dangers sur les chantiers de construction; de formuler les mesures appropriées pour les éliminer; d’appliquer et interpréter les lois et règlements régissant les conditions de travail sur les chantiers de construction. Loi sur la santé et sécurité au travail : programmes de prévention, comité de...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,353884,1 +ATE150,Règles de base en santé et sécurité,"L’atelier ATE150 doit être réussi avant la période d’inscription à la deuxième session. À la fin de cet atelier, l’étudiante ou l'étudiant sera en mesure de : identifier les actions à prendre en cas d’urgence, d’accident ou de quasi-accident et en cas de constatation de la présence d’une situation dangereuse; reconnaître les catégories de risque pouvant être présentes dans les laboratoires de l’ÉTS; identifier les services offerts par l’équipe de prévention SST...",0,2024-11-02 01:50:21.522,2024-11-02 01:50:21.798,787696,1 +GIU803,Séminaires sur la gestion urbaine,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure, par l’intermédiaire de conférenciers renommés, de définir les pratiques actuellement utilisées en milieu urbain, d’en faire l’analyse et la critique en faisant le parallèle entre ces pratiques et la théorie enseignée, et de transmettre ses conclusions sous forme de rapport détaillé et complet.",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,351087,2 +MGA902,Stage industriel,"Cette activité consiste en : 1) un stage rémunéré de quatre mois dans une entreprise du domaine de l’aérospatial. 2) la rédaction d’un rapport technique sous la supervision d'une professeure-encadreuse ou d’un professeur-encadreur. Pour obtenir un stage, l’étudiante ou l'étudiant doit postuler à l’offre de stages du Service de l’enseignement coopératif ou demander de faire reconnaître comme milieu de stage une occasion obtenue de sa propre initiative (recherche...",6,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353169,2 +STA421,Stage industriel IV à l’international en génie de la construction,"Stage consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Pendant cette période, l’étudiante ou l'étudiant travaille dans une entreprise ou un organisme actif sur le plan international. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques,...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,353618,1 +TEL160,Projet en télécommunications,"À la fin du cours, l’étudiante ou l'étudiant sera en mesure : de réaliser une étude détaillée où sont mises de l’avant les principales étapes nécessaires pour mener à terme un projet; d’analyser, synthétiser et décider du projet, de son cheminement, de la méthodologie utilisée et des solutions possibles; de rédiger un rapport technique de qualité et de le présenter à un auditoire. Mettre en pratique les connaissances acquises en développant un projet en...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.799,354036,1 +QUA202,Projet synthèse en amélioration continue ou optimisation de la productivité,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure d’appliquer les connaissances théoriques et pratiques acquises en vue de réaliser un projet dans le domaine de l’amélioration continue (démarche structurée DMAAC : définir, mesurer, analyser, améliorer et contrôler) ou de l’optimisation de la productivité (PVA, Lean). Le projet doit répondre à un besoin réel d’une entreprise manufacturière ou de services touchant différents aspects (productivité,...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.800,353498,1 +ENM880,Sujets spéciaux en entreprise numérique,Sujets d'intérêt majeur en transformation numérique durable dans les entreprises faisant appel à plusieurs domaines de pointe. Sujets particuliers dans différentes spécialités du domaine. Le sujet proposé peut varier chaque fois que cette activité est mise à l’horaire.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.800,350757,2 +GES884,Sujets spéciaux I en affaires juridiques pour l’ingénieur,Sujets d'intérêt majeur en affaires juridiques pour l’ingénieur. Sujets particuliers dans différentes spécialités du domaine. Le sujet proposé peut varier à chaque fois que cette activité est mise à l’horaire.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.800,351047,2 +STA352,Stage industriel III en génie des technologies de la santé (production automatisée),"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Pendant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseure ou d’un superviseur et participe à la conception ou à l’exécution de projets d’ingénierie. Ce stage est l’occasion pour l'étudiante ou l'étudiant d'apporter...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.801,353600,1 +AER740,Systèmes autonomes aériens,"Au terme de ce cours, l’étudiant sera en mesure de : décrire la certification, la modélisation, la conception, l’exploitation et le contrôle des systèmes autonomes, expliquer la classification des systèmes aériens autonomes, connaître les règles et les requis de certification, expliquer les rôles des différents composants d’un système autonome, concevoir un modèle de drone (type quadricoptère), réaliser des simulations pour analyser son comportement, concevoir des systèmes...",3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,912168,1 +PGM125,Systèmes informatisés de gestion de la maintenance,"À la fin de ce cours, l’étudiant sera en mesure : de sélectionner et mettre en place un système informatisé de gestion de la maintenance approprié; d’utiliser les fonctionnalités d’un tel système informatisé; d’en assurer le fonctionnement adéquat. Notions essentielles d’un système de gestion de la maintenance. Avantages de son utilisation. Choix stratégiques de configuration. Fonctionnalités d’analyse des défaillances et des coûts. Impacts sur l’organisation du...",2,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,353410,1 +PGM101,Techniques de gestion de la maintenance et de la production,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’identifier les pratiques efficaces de maintenance;d’appliquer les principes et méthodes de la production et des opérations de maintenance;de comparer différents modèles de gestion de la maintenance. Principes de base de la gestion des biens matériels et des plus récents développements et tendances liés aux pratiques efficaces de maintenance. Méthodes de planification et d’ordonnancement, de gestion de la...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.802,353400,1 +ENR835,Technologies des systèmes solaires,"Ce cours vise à : Faire connaître la ressource solaire disponible pour les applications solaires;Initier les étudiantes ou les étudiants au principe des capteurs solaires thermiques;Faire découvrir les paramètres influençant le rendement des capteurs solaires thermiques;Permettre aux étudiantes ou étudiants de concevoir des systèmes solaires thermiques, circuit capteur et système de stockage;Permettre aux étudiantes ou étudiants d’évaluer la faisabilité économique des...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,350768,2 +MGC866,Réseaux de distribution d'eau potable,"Au terme de ce cours, l’étudiante ou l’étudiant : de poser un diagnostic pour connaitre la source des problèmes de manque de pression et de détérioration de la qualité de l’eau potable; d’analyser, à l’aide de la modélisation, les solutions possibles pour atteindre les valeurs cibles de l’eau potable; de choisir la méthode la plus appropriée d’auscultation et de détection des fuites pour évaluer le rendement d’un réseau et sa résistance résiduelle; de cerner les...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.797,353224,2 +TEL148,Réseaux optiques,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’illustrer et appliquer les concepts fondamentaux associés à la conception, l’analyse et aux tests des réseaux optiques d’accès, métropolitains, longue distance et sous-marins. Introduction aux télécommunications et réseaux à fibre optique. Description détaillée des éléments et technologies de la couche photonique (couche 0) d’un réseau: transmetteurs et récepteurs optiques, amplificateurs optiques,...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,354018,2 +TEL151,Réseaux téléphoniques IP et mobiles,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : de représenter la structure des réseaux téléphoniques numériques et mobiles; de réaliser une liaison téléphonique en tenant compte des aspects de dimensionnement et de performance. Initiation au fonctionnement des réseaux téléphoniques. Rappel des principes de la communication numérique. Multiplexage TDM et FDM. Introduction au réseau téléphonique numérique nord-américain et international, ainsi qu’au...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,354024,1 +STA209,Stage industriel en informatique distribuée,"Stage effectué dans une entreprise ou un organisme et en conformité avec les règlements de l'École, d'une durée de quatre ou huit mois, répartie sur une ou deux sessions, selon le cas. Durant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une qui supervise et participe à l'exécution d'un projet en apportant une contribution significative à la solution de divers problèmes en informatique distribuée. Préalable : PRE013 et avoir obtenu un minimum de 46...",9,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353572,1 +STA423,Stage industriel IV à l’international en génie des opérations et de la logistique,"Stage consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Pendant cette période, l’étudiante ou l'étudiant travaille dans une entreprise ou un organisme actif sur le plan international. Ce stage, optionnel, est l’occasion pour l’étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,353620,1 +TCH099,Projet intégrateur en informatique,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Cours (3 h), laboratoire et travaux pratiques (2 h) Ce cours vise à permettre aux étudiants de mettre en application l’ensemble des connaissances acquises dans le cadre de la spécialité Informatique du programme de cheminement universitaire en technologie. Au terme de cette activité, l’étudiante ou l’étudiant sera en mesure de mettre en pratique les notions vues au CUT afin de réaliser un projet...",3,2024-11-02 01:50:21.521,2024-11-02 01:50:21.799,353974,1 +GES845,Stratégie et analyse de marché,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : de produire un plan d’affaires en contexte d’innovation; d’élaborer un plan de financement. Analyse de besoins. Analyse de la valeur de produit. Analyse concurrentielle (benchmarking). Configuration d’offres. Gestion des versions. Financement de projet d’innovation. Analyse qualitative et quantitative. Analyse multicritère. Évaluation des risques. Alliances.",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,350997,2 +MTI881,Sujets spéciaux I : technologies de l’information,Sujets d'intérêt majeur dans le domaine des technologies de l’information et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Sujets particuliers dans différentes spécialités du domaine des technologies de l’information. Le sujet proposé peut varier à chaque fois que cette activité est mise à l’horaire.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.800,353358,2 +MGL870,Sujets spéciaux II en génie logiciel,Sujets d'intérêt majeur dans le domaine du génie et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Sujets particuliers dans différentes spécialités du domaine du génie.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353272,2 +SDE886,Sujets spéciaux V en génie,S’initier à des sujets d'intérêt majeur dans le domaine du génie en se familiarisant avec les derniers développements technologiques dans un ou plusieurs domaines de pointe et en abordant des sujets particuliers dans différentes spécialités du domaine. Le cours est réservé aux étudiantes et étudiants sélectionnés. Le contenu de ce cours doit être approuvé par le doyen des études.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353508,2 +LOG635,Systèmes intelligents et algorithmes,"Ce cours vise la compréhension pour un ingénieur logiciel et un ingénieur TI de trois domaines d’application de l’intelligence artificielle étroitement liés : la représentation des connaissances, le traitement automatique des langues naturelles et les algorithmes de recherche de solutions optimales. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure de: discuter des avantages et inconvénients des approches symboliques et non symboliques en explicitant les points...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.802,352507,1 +MTI515,Systèmes d’information dans les entreprises,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure, avec des compétences en gestion adéquates : d’expliquer le fonctionnement d’un système d’information réel; d’en évaluer la qualité et la pertinence et d’en diriger son adaptation à de nouvelles exigences; de diriger activement aux les différentes phases de la conception du système; d’en contrôler gérer la mise en place et l’exploitation. Analyse et modélisation des processus d’affaires existants....",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,353294,2 +ELE674,Systèmes embarqués avancés,"À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier les différents types de microcontrôleurs et leur domaine d’application;d’utiliser des systèmes d’opération modernes et en temps réel sur les plateformes embarquées;de développer un cahier de charges et de définir les spécifications techniques d’un système;d’utiliser la méthodologie de design, de conception et de validation d’un système embarqué;de concevoir un banc de test pour...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.803,350477,1 +ENM800,Technologies numériques dans le secteur manufacturier,"Ce cours vise à introduire les composants du paradigme « industrie 4.0 » au secteur manufacturier pour une transition vers une usine intelligente ou entreprise numérique. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer les principes du paradigme « Industrie 4.0 »; de définir les notions de base de l’ensemble des technologies intelligentes déployées pour réaliser une transition vers une entreprise numérique dans un contexte de génie mécanique et...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,350741,2 +GTI719,Sécurité des réseaux d'entreprise,"La sécurité des systèmes d’information est un vaste champ d’études touchant à de nombreux domaines : logiciel, matériel, infrastructure, architecture, législation, etc. Ces aspects sont souvent interreliés. De ce fait, les ingénieurs spécialistes en sécurité des systèmes d’information se doivent d’avoir une bonne vue d’ensemble afin de réaliser leurs tâches adéquatement. Ce cours a pour principal objectif de présenter les aspects essentiels de la sécurité des...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,352021,1 +GES875,Séminaires sur les projets internationaux,"Séminaires et conférences présentés par des chercheurs, conférenciers et intervenants de l’industrie sur les nouveaux concepts et les pratiques en vigueur ou émergentes dans la gestion des projets internationaux d’ingénierie et la pratique de l’ingénierie globale.",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,351039,2 +SYS805,Résistance des matériaux avancée,"Acquérir les connaissances nécessaires pour la conception et le dimensionnement des composantes mécaniques de géométries complexes. Développer des aptitudes en modélisation et en analyse des contraintes en utilisant les concepts avancés de la résistance des matériaux, incluant l’élasticité. Introduction à la mécanique des milieux continus : tenseur de contraintes, relations contraintes/déformations, transformation des contraintes et critères de défaillance. Notions...",4,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353674,2 +PGM180,Projet d’intégration des connaissances,"Activité pédagogique récapitulant les principaux points d’apprentissage des cours précédents en vue d’aider les étudiantes ou les étudiants à appliquer les principes, techniques et concepts les plus récents aux problèmes de maintenance réels qu’ils rencontrent au travail. Le formateur anime des discussions passant en revue les notions apprises. En équipe, les étudiantes ou les étudiants choisissent une problématique de maintenance liée à leur travail et doivent résoudre...",2,2024-11-02 01:50:21.521,2024-11-02 01:50:21.799,353412,1 +STA406,Stage industriel IV en génie logiciel,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des...",9,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,353614,1 +SYS848,Structure et propriétés des polymères,"Aborder la relation entre la microstructure et les propriétés des polymères. Acquérir des notions théoriques et appliquées permettant de faire un choix rationnel de matériaux, d’apporter des solutions optimales pour la conception et la production, de minimiser la dégradation, de prévoir et prolonger la durée de vie des systèmes mécaniques à base de polymère. Structure et morphologie des polymères. Nomenclature et définition des structures chimiques des polymères. Conformation...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,353756,2 +GES885,Sujets spéciaux en gestion de projets d’ingénierie,Sujets d'intérêt majeur dans le domaine de la gestion de projets d'ingénierie et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.800,351049,2 +SYS865,Sujets spéciaux II en génie mécanique,Sujets d'intérêt majeur dans le domaine du génie mécanique et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Sujets particuliers dans différentes spécialités du génie mécanique.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353786,2 +GPA535,Systèmes asservis,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les connaissances de base sur la modélisation, l'analyse et la conception de systèmes de commande automatique. Historique du processus d'automatisation industrielle. Composantes d'un système de commande à rétroaction. Systèmes en boucle ouverte ou fermée. Modélisation et mise en équations des systèmes de contrôle. Systèmes de commande de position et de vitesse. Schémas fonctionnels. Linéarisation de systèmes non...",4,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,351547,1 +MTI815,Systèmes de communication vocale,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’expliquer le fonctionnement des systèmes de communication vocale;de choisir un système de communication vocale en fonction des besoins;d’évaluer les systèmes de communication vocale. Communication vocale par ordinateur. Modes de production et de perception de la parole. Fonctionnement des ordinateurs afin de compresser, encoder, synthétiser et reconnaître le signal de la parole. Techniques d’encodage (PCM,...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,353320,2 +ELE672,Systèmes non linéaires,"Au terme de ce cours, l'étudiante ou l'étudiant aura analysé le comportement des systèmes en présence des éléments non linéaires et appris à effectuer la compensation de tels systèmes. Systèmes non linéaires : fonction descriptive, différents types de non-linéarité, saturation, seuil, temps mort, hystérésis. Représentation d’un état non linéaire. Étude de stabilité sur le plan de phase. Tracé d’isoclines. Prédiction de cycles limites stables et instables. Théorème...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.802,350461,1 +MEC625,Technologie du soudage,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de comprendre les spécifications d’une application donnée, d’en concevoir l'assemblage, de choisir un procédé de soudage, d’établir une méthode de soudage, de calculer les coûts et d’évaluer les caractéristiques de l'assemblage soudé. À la fin du cours, l’étudiante ou l'étudiant sera en mesure :d’appliquer les normes de santé et de sécurité en soudage;d’établir les spécifications d’une...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.803,352888,1 +ENV820,Techniques d’analyse en environnement,"Maîtriser, par la mise en application de techniques d’analyse, les connaissances théoriques sur les procédures analytiques ainsi que les types d’instrumentation nécessaires à l’acquisition des données expérimentales concernant les polluants ou les composés toxiques. Le cours comporte 5 modules définis par des expériences appropriées aux besoins analytiques de l'étudiant dans le cadre de sa recherche. Des séances de laboratoire visent la planification et la réalisation...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.803,350842,2 +GTI311,Traitement des signaux audiovisuels,"Ce cours vise à présenter aux étudiantes et aux étudiants les concepts reliés à la perception, au traitement et à la compression des signaux audiovisuels. Les sujets abordés incluent, entre autres : les systèmes audiovisuels, le système visuel humain, la perception visuelle et de la couleur, le système auditif humain et la perception auditive, la représentation numérique des données audiovisuelles, la théorie de l’information ainsi que le traitement et la compression des...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.803,351893,1 +ELE692,Sécurité informatique,"Ce cours a pour but d’initier l’étudiante ou l'étudiant aux concepts de la sécurité des systèmes embarqués utilisés dans l’Internet des objets. A la fin du cours, l’étudiante ou l'étudiant sera en mesure d’analyser les vulnérabilités de firmware, de comprendre les risques de communication, et de concevoir des systèmes embarqués sécurisés pour des objets connectés. Fondation de la cyber-sécurité et les menaces. Réseau sans-fils et système embarqué. Techniques...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,350509,1 +SYS874,Simulation des systèmes manufacturiers intelligents,"Ce cours vise à amener à concevoir des modèles de simulation en utilisant des méthodes de simulation hybrides et de simulation 3D pour faciliter le développement, l’analyse et la mise en oeuvre de systèmes manufacturiers flexibles, agiles et intelligents. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : expliquer les concepts clés spécifiques au domaine de la simulation dans le contexte des systèmes manufacturiers intelligents; comparer différentes...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.798,910292,2 +STA205,Stage industriel II en génie électrique,"Stage effectué dans une entreprise ou un organisme et en conformité avec les règlements de l'École, d'une durée de quatre ou huit mois, répartie sur une ou deux sessions, selon le cas. Durant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur et participe à l'exécution d'un projet en apportant une contribution significative à la solution de divers problèmes d'ingénierie.",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,353566,1 +STA402,Stage industriel IV en génie de la production automatisée,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des...",9,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,353604,1 +ING150,Statique et dynamique,"Au terme de ce cours, l’étudiante ou l’étudiant sera apte à analyser et à solutionner par la méthode vectorielle les cas les plus typiques d'équilibre et de mouvement accéléré rencontrés en mécanique. Équilibre du point matériel dans le plan et dans l'espace; équilibre des corps solides dans le plan et dans l'espace; premier et deuxième moments de surface de volume et de masse, barycentre, centroïde, rayon de giration; étude du frottement. Forces agissant sur un point...",4,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,352377,1 +CTN508,Structures de béton,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser les structures en béton armé; d’évaluer les charges critiques propres à ces structures ainsi que leur cheminement; de concevoir et dimensionner les éléments structuraux de base d’un ouvrage en béton armé selon la norme ACNOR A23.3 en vigueur, incluant les dalles, les poutres, les poteaux et les semelles de fondations; d’appliquer ses connaissances pour mener à bien des projets complets en béton...",4,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,349880,1 +CTN781,Structures en bois et fausses charpentes,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser les structures en charpente de bois ainsi que les structures temporaires et les coffrages; de concevoir et dimensionner les éléments structuraux des ouvrages en charpente de bois et les attaches utilisées pour l’assemblage selon la norme CAN/CSA-086 en vigueur; de concevoir et dimensionner des ouvrages temporaires et des systèmes de coffrage; d’appliquer les connaissances pour mener à bien des projets en...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,350119,1 +STA323,"Stage industriel III en génie des opérations et de la logistique, profil international","Stage consistant à réaliser, en conformité avec les règlements de l’ÉTS, une activité d’une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Pendant cette période, l’étudiante ou l'étudiant travaille pour une entreprise ou un organisme actif sur le plan international. L’objectif premier du stage est d’acquérir, par le biais de la conception de projets ou de la participation à leur exécution, une expérience professionnelle à...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.801,353594,1 +GTS881,Sujets spéciaux II en technologies de la santé,Sujets d'intérêt majeur dans le domaine des technologies de la santé et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Sujets particuliers dans différentes spécialités du domaine des technologies de la santé. Le sujet proposé peut varier à chaque fois que cette activité est mise à l’horaire.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,352231,2 +TCH016,Système d’exploitation et services Internet,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Ce cours vise à initier l'étudiante ou l’étudiant au fonctionnement système et logiciel d’un ordinateur, ainsi qu’à la mise en place des différents services Internet sur un serveur distant. Au terme de ce cours, l’étudiant sera en mesure de : installer et mettre en service des systèmes d’exploitation Microsoft et GNU/Linux ; utiliser des applications pour dépanner un système informatique ;...",3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.802,353872,1 +IMM105,Systèmes architecturaux d'un bâtiment,"Ce cours vise à familiariser l’étudiante et l'étudiants avec les composantes architecturales d’un bâtiment et les intervenants impliqués lors de la conception et de l’opération de celui-ci, ainsi que la législation s’y rapportant. Il lui permettra également de comprendre les éléments affectant la performance d’un bâtiment tout en se familiarisant avec le processus de développement ou de modification d’un bâtiment. Il lui fournira les moyens d’élaborer un programme...",3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.802,352237,1 +GTS840,Systèmes répartis dans le domaine de la santé,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier les différentes composantes applicatives d’un dossier électronique de santé et d’expliquer leur fonctionnement; d’analyser et d’utiliser les modèles de données et les protocoles de communication spécifiques au domaine médical;de concevoir une architecture répartie capable d’intégrer différents systèmes d’information dans le domaine de la santé. Modèle architectural des réseaux et...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.802,352223,2 +SYS849,Techniques avancées de mise en forme,"Acquérir des connaissances sur les techniques actuelles de mise en forme des matériaux (métaux, céramiques et polymères) avec accent sur les méthodes modernes. Grâce aux notions générales de la mise en forme des matériaux comprendre le principe de chaque technique et ses limites. Étudier plus particulièrement les méthodes actuelles permettant d'obtenir des matériaux nouveaux. Procédés de mise en forme à partir de l’état liquide (solidification des métaux), de l’état...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.802,353758,2 +CTN318,Résistance des matériaux,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer les principes fondamentaux de la résistance des matériaux; de résoudre des problèmes pratiques élémentaires en résistance des matériaux et d’appliquer la théorie des poutres à des poutres isostatiques. Principes et notions de base (loi de Hooke, propriétés élastiques, définitions de forces et contraintes). Chargement uniaxial. Théorie des poutres (contraintes dans les poutres en flexion,...",3,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,349804,1 +STA109,Stage industriel en informatique distribuée (hors programme),"Stage optionnel et hors programme effectué dans une entreprise ou un organisme et en conformité avec les règlements de l’École, d’une durée de quatre mois. Ce stage permettra aux étudiantes et étudiants un premier contact avec l'industrie pour mettre en application les connaissances et les compétences acquises lors de deux premiers trimestres du programme de baccalauréat en informatique distribuée. Préalable : PRE013 Développement professionnel et santé et sécurité du travail...",9,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353554,1 +STA450,Stage industriel IV en génie des technologies de la santé (électrique),"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des...",9,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,353622,1 +TCH098,Projet multidisciplinaire,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de réaliser un projet en équipe multidisciplinaire (au moins deux disciplines représentées par équipe selon le programme spécialisé d’appartenance) mettant en application les connaissances et compétences acquises dans le cadre du 2e volet du cheminement universitaire en technologie. Activité réunissant les étudiantes ou les étudiants...",6,2024-11-02 01:50:21.521,2024-11-02 01:50:21.799,353972,1 +STA201,Stage industriel II en génie de la construction,"Stage effectué dans une entreprise ou un organisme et en conformité avec les règlements de l'École, d'une durée de quatre ou huit mois, répartie sur une ou deux sessions, selon le cas. Durant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur et participe à l'exécution d'un projet en apportant une contribution significative à la solution de divers problèmes d'ingénierie.",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.800,353558,1 +MGR880,Sujets spéciaux en réseaux de télécommunications,Sujets d'intérêt majeur dans le domaine des réseaux de télécommunications et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Sujets particuliers dans différentes spécialités du domaine des réseaux de télécommunications.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.800,353292,2 +SYS862,Sujets spéciaux I en génie mécanique,Sujets d’intérêt majeur qui sont à la fine pointe de la technologie. Sujets particuliers dans différentes spécialités du génie mécanique.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353772,2 +SDE880-A24,Synthèse de mécanismes et de manipulateurs robotiques,"Ce cours vise à introduire les méthodes d’analyse et de synthèse des mécanismes. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : - de déterminer les relations entre la géométrie et les mouvements des éléments d'un mécanisme (analyse cinématique); - de déterminer la forme ou le type de mécanisme requis pour exécuter une tâche donnée, et de déterminer le nombre d'éléments, les types d'articulations et les dimensions des éléments; - de synthétiser les...",3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,907899,2 +MEC758,Systèmes de propulsion : thermopropulsion et turbomachines,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis des notions fondamentales sur le fonctionnement et la conception des systèmes de propulsion utilisés en aéronautique. Elle ou il se sera initié à l'analyse et à la conception d'éléments constituant des systèmes de propulsion opérant sous diverses conditions. Elle ou il aura compris les interrelations existant entre les lois de la mécanique des fluides, de la thermodynamique, du transfert de chaleur et de la résistance...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,353085,1 +MEC702,Techniques de maintenance prédictive et fiabilité,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les éléments de base pour l’organisation et le contrôle de la maintenance en industrie. Il se sera initié aux techniques de mesure et de diagnostic des défauts de machines. À la fin du cours, l’étudiante ou l'étudiant sera en mesure : de modéliser et d’identifier les paramètres de fiabilité et de disponibilité d’un composants et/ou d’un système; de coordonner une analyse de modes de défaillance des...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.802,352958,1 +GTI525,Technologies de développement Internet,"À la fin de ce cours, l'étudiante ou l'étudiant sera capable de : décrire l’infrastructure de base d’Internet, du Web, et d’une application Web, et expliquer le rôle des principaux éléments de cette infrastructure (matériel, protocoles, langages, serveurs, navigateurs, etc.); nommer les principales technologies de développement (langages) d’applications Web statiques et dynamiques et expliquer les principales caractéristiques de chacune; identifier les particularités du...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.803,351957,1 +SYS808,Technologies VLSI et ses applications,"S’initier aux différentes technologies d’intégration à très grande échelle. Évaluer la complexité et le coût de l’intégration d’une fonction et étapes de conception d’un circuit intégré. Introduction à l’intégration à très grande échelle (VLSI). Structures logiques : portes élémentaires, portes complexes, cellules de mémoires, retenue. Architecture et techniques de conception : transfert de registres, réseaux logiques programmables, machines à états. Méthodes...",4,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,353692,2 +ING160,Thermodynamique et mécanique des fluides,"Au terme de ce cours, l’étudiante ou l’étudiant sera initié aux concepts de base des processus de conversion d'énergie et des principes de transfert de forces et d'énergie à travers un fluide statique ou en écoulement. Notions générales : pression, température, énergie, travail, chaleur, gaz parfait. Premier principe : énergie interne, enthalpie; processus des gaz parfaits. Second principe : irréversibilité, entropie. Propriétés thermodynamiques des substances : tables...",4,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,352383,1 +GPA659,Vision artificielle,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’expérimenter les concepts de base du domaine de la vision par ordinateur; d’appliquer ces concepts à la formation, au traitement et à la reconnaissance des objets présents dans des images numériques. Introduction au domaine de la vision par ordinateur : techniques, logiciels et matériels. Fondements du traitement numérique des images. Principes de la formation d’images, du traitement d’images, de la...",4,2024-11-02 01:50:21.531,2024-11-02 01:50:21.804,351583,1 +STA305,Stage industriel III en génie électrique,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Pendant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur et participe à la conception ou à l’exécution de projets d’ingénierie. Ce stage est l’occasion pour l'étudiante ou l'étudiant d'apporter une...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,353584,1 +MTR893,Projet en entreprise,Intégrer les connaissances acquises au sein des cours du programme et les appliquer à une problématique dans un contexte réel de pratique professionnelle. L’étudiante ou l'étudiant a la responsabilité d’identifier et de définir une problématique qui requiert un niveau de connaissances appropriées et de la faire approuver par un professeur. L’étudiante ou l'étudiant doit obtenir un mandat spécifique de l’entreprise afin de réaliser le projet. Le mandat est réalisé en...,9,2024-11-02 01:50:21.521,2024-11-02 01:50:21.799,353382,2 +MEC111,Statique de l'ingénieur,"Au terme de ce cours, l’étudiante ou l’étudiant maîtrisera les concepts fondamentaux de la statique et de la résistance des matériaux. Mettre en application des concepts de base de la méthodologie de projet dans la conception des structures de treillis et des membrures en flexion. À la fin de ce cours, l’étudiante ou l’étudiant sera en mesure : d’utiliser un vocabulaire technique précis dans toutes ses productions; de modéliser des systèmes mécaniques réels à l’aide...",4,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,352716,1 +ENR881-H25,Stockage mécanique et thermique d'énergie,"",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,907797,2 +STA207,Stage industriel II en génie mécanique,"Stage effectué dans une entreprise ou un organisme et en conformité avec les règlements de l'École, d'une durée de quatre ou huit mois, répartie sur une ou deux sessions, selon le cas. Durant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur, participe à l'exécution d'un projet en apportant une contribution significative à la solution de divers problèmes d'ingénierie.",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.800,353570,1 +STA303,Stage industriel III en génie des opérations et de la logistique,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Le programme d'entraînement permet au stagiaire de remplir des tâches variées répondant aux exigences et aux besoins de l’entreprise et d’appliquer des connaissances théoriques. Ce stage est l’occasion pour l'étudiante ou l'étudiant d'apporter une...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.801,353580,1 +GES881,Sujets spéciaux II en gestion de l’innovation,Sujets d'intérêt majeur dans le domaine de la gestion de l’innovation. Sujets particuliers dans différentes spécialités du domaine. Le sujet proposé peut varier à chaque fois que cette activité est mise à l’horaire.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,351045,2 +GTI515,Systèmes d'information dans les entreprises,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d'expliquer le fonctionnement d’un système d’information réel spécifique au domaine du génie des technologies de l’information; d’en évaluer la qualité et la pertinence et de l'adapter à de nouvelles exigences; de participer activement aux différentes phases d’analyse du système; d’en contrôler la mise en place, la maintenance et le retrait. Réalisation de l’analyse et de la modélisation des processus...",4,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,351949,1 +GOL726,Systèmes de transport de marchandises et de personnes,"Au terme de ce cours, l’étudiante ou l’étudiant connaîtra les différents modes de transport utilisés pour les personnes et les marchandises, la structure des réseaux et ses caractéristiques, compte tenu de la chaîne de distribution et des points à servir. Il sera en mesure de les analyser, les améliorer et, au besoin, de les concevoir et d’en évaluer l’impact sur les politiques d’approvisionnement, ainsi que de modéliser les différents réseaux étudiés compte tenu des...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,351451,1 +SYS827,Systèmes robotiques en contact,"Acquérir des notions appliquées à la modélisation et à la commande des systèmes robotiques en contact, tels un ensemble de robots en coordination pour manipuler un objet, un robot médical en contact avec la peau d’un patient, un robot de meulage ainsi que des manipulateurs parallèles. Modélisation des robots comportant des chaînes mécaniques fermées. Multiplicateur de Lagrange, forces internes et réduction de modèles de robots contraints. Commande hybride en force et en...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.802,353730,2 +GTS880-H25,Technologies chirurgicales,"L’objectif de ce cours est de familiariser les étudiantes et étudiants avec les technologies qui permettent de planifier et d’exécuter des opérations chirurgicales minimalement invasives. Ces technologies combinent différentes techniques d’acquisition d’images médicales, un traitement précis de ces images, le suivi d’outils chirurgicaux en 3D et plusieurs mécanismes et algorithmes qui permettent de mettre en correspondance et visualiser ces information pour permettre aux...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.803,907848,2 +AER670,Théorie du pilotage d’aéronefs et opérations aériennes,"Au terme de cette activité, l’étudiant sera en mesure de : décrire l’ensemble des actions à conduire pour permettre un vol sécuritaire et règlementaire ; expliquer les principes fondamentaux de la performance d’un aéronef ; comprendre et utiliser les diagrammes, courbes et tableaux qui permettent de planifier un vol ; identifier et expliquer les composantes d’un dossier de vol ; expliquer les actions correctives à conduire en cas de non-conformité. Notions...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,912140,1 +TCH025,Travaux de génie civil,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure d'identifier les principales étapes, les méthodes et les différents matériaux utilisés lors de la réalisation de travaux de génie civil. Cycle de vie d’un projet. Planification du projet. Intervenants. Rôle des professionnels. Relations contractuelles. Introduction aux différents types de matériaux utilisés en génie civil. Mobilisation au...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.803,353896,1 +EEC110,Analyse financière et de rentabilité en construction,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser les aspects financiers de la réalisation d’un projet immobilier; d’utiliser les mathématiques financières pour analyser la performance et la rentabilité des projets immobiliers; d'analyser les différents aspects reliés à l’ensemble des besoins du client/utilisateur ultime et à leurs conséquences sur l’évolution d’un projet immobilier. Introduction et approfondissement de l’économie, de la...",3,2024-11-02 01:50:21.502,2024-11-02 01:50:21.804,350187,1 +MTR896,Projet d’application,"Intégrer les connaissances acquises dans les cours du programme et les appliquer dans le cadre d’un projet d’innovation, de développement ou de transfert technologique. Le projet comprend un ensemble d’activités effectuées sous la supervision d’un professeur : recherche bibliographique, définition d’une problématique, élaboration de la méthodologie, développement-réalisation, rédaction d’un rapport. La réalisation du projet et la rédaction du rapport requièrent au...",15,2024-11-02 01:50:21.521,2024-11-02 01:50:21.799,353386,2 +STA404,Stage industriel IV en génie des technologies de l’information,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des...",9,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,353610,1 +ENR880-É25,Stockage de l'énergie connecté au réseau électrique,"Ce cours vise à former les étudiantes et les étudiants dans un domaine où le stockage de l’énergie électrique devient important pour maintenir la stabilité des réseaux de distribution électrique et les rendre plus efficaces et fiables. La distribution du stockage électrique et son intégration dans les interfaces de puissance devient une nécessité pour les réseaux à grande pénétration de sources à énergie renouvelable, intermittentes et fluctuantes. L’objectif principal du...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,907792,2 +GTI780,Sujets émergents en technologie de l'information,"Au terme de ce cours, l’étudiant aura vu les aspects nouveaux et cruciaux en technologie de l’information. Stratégies technologiques pertinentes liées à la planification, à la conception ou à la gestion des systèmes matériels ou logiciels actuels ou proposés par les industries qui évoluent dans le domaine des technologies de l’information.",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,352127,1 +STA301,Stage industriel III en génie de la construction,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Pendant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur et participe à la conception ou à l’exécution de projets d’ingénierie. Ce stage est l’occasion pour l'étudiante ou l'étudiant d'apporter une...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.800,353576,1 +SYS864,Sujets spéciaux II en génie électrique,Sujets d'intérêt majeur dans le domaine du génie électrique et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Sujets particuliers dans différentes spécialités du génie électrique.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353782,2 +SDE885,Sujets spéciaux IV en génie,S’initier à des sujets d'intérêt majeur dans le domaine du génie en se familiarisant avec les derniers développements technologiques dans un ou plusieurs domaines de pointe et en abordant des sujets particuliers dans différentes spécialités du domaine.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353506,2 +ELE641,Systèmes embarqués et normes en aérospatiale,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier les parties critiques des systèmes embarqués et leurs interactions; d’appliquer la méthodologie de design et de conception d’un système en aéronautique; d’utiliser les normes en aéronautique pour atteindre des objectifs de certification de produit; de synthétiser des problèmes reliés aux protocoles de communication entre les systèmes; de développer des outils de maintenance et de contrôle de la...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,350387,1 +GIU807,Systèmes urbains,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure d’analyser des problématiques complexes associées à des infrastructures ponctuelles (bâtiments, stationnements, ponts, etc.) ou en réseaux (aqueduc, égouts, routes, etc.) ; d’identifier les interactions fonctionnelles et les échanges de flux associés aux infrastructures d'un système urbain ; de formaliser des solutions et de les comparer en regard de problématiques urbaines; d'identifier les limites de leur mise...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.802,351095,2 +ENR845,Technologies des systèmes géothermiques,Ce cours vise à : Faire connaître les différentes sources d’énergie géothermiques;Déterminer les outils de dimensionnement des différentes technologies associées aux systèmes géothermiques;Permettre aux étudiants d’évaluer l’impact de l’utilisation des pompes à chaleur géothermiques sur l’impact du réchauffement climatique;Permettre aux étudiants d’évaluer la faisabilité économique des systèmes géothermiques. Systèmes géothermiques : systèmes ouverts et...,3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,350772,2 +ENR848,Technologies des systèmes d’énergie éolienne,"Ce cours vise à développer une expertise dans le domaine de la technologie éolienne. L’étudiante ou l'étudiant sera en mesure d’appliquer les connaissances nécessaires pour travailler au sein d’entreprises de développement de projets éoliens, d’exploitation de centrales éoliennes et de conception de systèmes de production énergétique éoliens; de modéliser la production, la conversion et le stockage d'énergie éolienne; de démontrer l’acquisition de connaissances de...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,350774,2 +MTI881-H25,Traitement du langage naturel appliqué,"Ce cours présente une exploration approfondie des techniques modernes de traitement du langage naturel (TLN ou NLP) et des différentes étapes d’expérimentation menant à la mise en production de modèles de langue génératifs. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure : modéliser les traitements nécessaires pour résoudre un problème d’analyse automatique de textes; préparer et enrichir les données textuelles, concevoir un système adapté au contexte;...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.803,911171,2 +GPA778,Algorithmes embarqués en robotique,"Au terme de ce cours, l’étudiante ou l'étudiant aura acquis des connaissances avancées en programmation d’algorithmes s’exécutant à bord de systèmes robotiques mobiles, il se sera familiarisé avec les principales familles d’algorithmes embarqués et il aura développé les compétences nécessaires à leur implantation efficace sur de réelles plateformes robotisées. Introduction à la robotique mobile: principaux modes de locomotion, cinématique des robots mobiles et capteurs...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.804,351767,1 +STA408,Stage industriel IV en génie aérospatial (hors programme),"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage optionnel est l’occasion pour l’étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des stages antérieurs....",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.799,912206,1 +STA104,Stage industriel I en génie des technologies de l’information,"Stage visant principalement à sensibiliser l'étudiante ou l'étudiant aux réalités du monde industriel et consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée de quatre mois en entreprise selon une entente avec l’ÉTS. Ce stage consiste en un programme d'entraînement relié au champ d'activités dans lequel l'étudiant désire se perfectionner. Le programme d'entraînement permet au stagiaire de remplir des tâches variées répondant aux...",9,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353546,1 +STA206,Stage industriel II en génie logiciel,"Stage effectué dans une entreprise ou un organisme et en conformité avec les règlements de l'École, d'une durée de quatre ou huit mois, répartie sur une ou deux sessions, selon le cas. Durant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseur ou d’un superviseur et participe à l'exécution d'un projet en apportant une contribution significative à la solution de divers problèmes d'ingénierie.",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.800,353568,1 +GES846,Stratégies d’affaires et marchés mondiaux,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’entreprendre, gérer et diriger des activités d’exportation sur les marchés internationaux; d’intervenir dans des fonctions conseil et de prise de décision au sein de l’organisation;de maîtriser les méthodes d’analyse et de mise en marché de produits, de technologies et de savoir-faire sur les marchés mondiaux;d’intervenir efficacement dans des environnements interculturels et multinationaux. Stratégies...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,350999,2 +SYS861,Sujets spéciaux I en génie électrique,Sujets d'intérêt majeur dans le domaine du génie électrique et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353768,2 +SDE887,Sujets spéciaux VI en génie,S’initier à des sujets d'intérêt majeur dans le domaine du génie en se familiarisant avec les derniers développements technologiques dans un ou plusieurs domaines de pointe et en abordant des sujets particuliers dans différentes spécialités du domaine. Le cours est réservé aux étudiantes et étudiants sélectionnés. Le contenu de ce cours doit être approuvé par le doyen des études.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353512,2 +GOL471,Systèmes de distribution,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : concevoir et d’analyser les systèmes d’entreposage et de distribution. Présentation des problèmes et techniques de gestion des entrepôts et des centres de distribution. Conception, aménagement, organisation et fonctionnement d’un entrepôt, sélection des méthodes d’entreposage et de manutention, allocation des produits, planification, opération et contrôle des systèmes de distribution. Techniques de...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,351219,1 +SYS864-A24,Technologie des batteries et conversion/stockage de l'énergie,"L'objectif du cours est de former les étudiantes et les étudiants à : acquérir une compréhension fondamentale des différentes batteries en tant que systèmes de conversion et de stockage de l'énergie; obtenir des connaissances fondamentales multidisciplinaires en électrochimie, en science des matériaux et en ingénierie, ainsi que des compétences pratiques dans la fabrication de prototypes de batteries et l'évaluation de leurs performances; comparer différents types de batteries,...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.802,907937,2 +SYS810,Techniques de simulation,"Acquérir les méthodes de modélisation et de simulation des systèmes dynamiques, électriques, électromécaniques et de commande, exemples de systèmes de nature variée, économiques, à événements discrets et autres. Étudier les méthodes d’intégration numérique et évaluation quantitative de leur stabilité et de leur précision en fonction du pas d’intégration. Réaliser des projets de simulation de systèmes de nature différente à l’aide de logiciels tels que...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.803,353704,2 +ENM830,Technologies informationnelles pour une entreprise numérique,"Le cours vise à permettre à l’étudiante ou l'étudiant n’ayant pas de formation dans le domaine des technologies de l'information d’acquérir les notions fondamentales en technologie informationnelles dans un contexte d’entreprise numérique. Au terme de ce cours, l’étudiante ou l'étudiant aura développé les connaissances nécessaires pour identifier et expliquer les technologies numériques de pointe pouvant supporter la transformation d’une entreprise afin qu’elle soit...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,350747,2 +ELE732,Traitement parallèle par systèmes ordinés,"Au terme de ce cours, l'étudiante ou l'étudiant aura acquis les concepts avancés des aspects logiciel et matériel nécessaires pour concevoir une application nécessitant un traitement parallèle de type virtuel ou réel. Logiciel : type des systèmes d'exploitation multiusagers et multiprogrammations en temps réel, concepts de segmentation, de processus/thread, de communication-synchronisation interprocessus, technique de conception (Yourdon) et de documentation d'une application....",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.803,350535,1 +MEC556,Aérothermodynamique des écoulements,"Ce cours vise à introduire les concepts d’analyse différentielle des écoulements, de couches limites et d’effets de compressibilité dans les écoulements. À la fin de ce cours, l’étudiante ou l'étudiant devrait être en mesure :de distinguer une couche limite laminaire d’une couche limite turbulente et d’en quantifier les principales caractéristiques;d’identifier les effets de compressibilité dans un écoulement isentropique 1-D et d’en calculer les principales...",3,2024-11-02 01:50:21.500,2024-11-02 01:50:21.804,352844,1 +STA108,Stage industriel I en génie aérospatial,"Stage visant principalement à sensibiliser l’étudiant aux réalités du monde industriel et consistant à réaliser, en conformité avec les règlements de l’ÉTS, une activité d’une durée de quatre mois en entreprise selon une entente avec l’ÉTS. Ce stage consiste en un programme d’entraînement relié au champ d’activités dans lequel l’étudiant désire se perfectionner. Le programme d’entraînement permet au stagiaire de remplir des tâches variées répondant aux...",9,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,912194,1 +SCE030,Projet intégrateur en science expérimentale,"Cette activité vise à valider les compétences développées durant le programme dont les compétences expérimentales et techniques. Aussi, il vise à accroître l’autonomie et l’initiative des étudiants lors de la réalisation d’un projet intégrateur en sciences appliquées. Au terme de cette activité, l’étudiante ou l’étudiant sera en mesure de : consulter la littérature scientifique; élaborer des hypothèses pouvant être vérifiées expérimentalement; concevoir et...",6,2024-11-02 01:50:21.521,2024-11-02 01:50:21.799,910835,1 +STA208,Stage industriel II en génie aérospatial,"Stage effectué dans une entreprise ou un organisme et en conformité avec les règlements de l'École, d'une durée de quatre ou huit mois, répartie sur une ou deux sessions, selon le cas. Durant cette période, l'étudiant travaille sous la direction d’un superviseur, participe à l'exécution d'un projet en apportant une contribution significative à la solution de divers problèmes d'ingénierie. Préalable : STA108 Stage industriel I en génie aérospatial (9 cr.) ",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.800,912198,1 +GIU880,Sujets spéciaux en génie urbain,Sujets d'intérêt majeur dans le domaine du génie urbain et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Le sujet proposé peut varier à chaque fois que ce cours est mis à l’horaire.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.800,351107,2 +ENV881,Sujets spéciaux I en génie de l'environnement,Sujets d'intérêt dans le domaine du génie du génie de l’environnement pour se familiariser avec les derniers développements technologiques (savoirs et de pratiques) dans un domaine de pointe. Le sujet proposé peut varier à chaque fois que ce cours est mis à l’horaire.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,350858,2 +GTS880,Sujets spéciaux I en technologies de la santé,Sujets d'intérêt majeur dans le domaine des technologies de la santé et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. ,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,352227,2 +MGL870-A24,Surveillance et Observabilité des Systèmes Logiciels,"Les systèmes contemporains sont en constante évolution, devenant chaque jour un peu plus complexes. Cette complexité accrue exige une observation méticuleuse et continue de ces systèmes en environnement de production. L’observation est un processus qui implique la collecte minutieuse de diverses données, telles que métriques, traces d'exécution et journaux, dans le dessein de détecter et de rectifier promptement les anomalies avant qu’elles n’affectent les utilisateurs. Les...",3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,907885,2 +ENR880,Sujets spéciaux I en énergies renouvelables et efficacité énergétique,Sujets d'intérêt majeur dans le domaine des énergies renouvelables et de l'efficacité énergétique et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. ,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.802,350786,2 +SYS817,Systèmes de distribution et de transport intelligent,"Ce cours vise à familiariser l’étudiante ou l'étudiant avec les différentes méthodes et des outils de modélisation et d’optimisation avancés des systèmes de distribution et de transport dans une chaîne logistique. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’expliquer et analyser la structure des réseaux de transport et leurs caractéristiques; améliorer et, au besoin, concevoir des réseaux de transport et de distribution; évaluer et analyser des...",4,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,353718,2 +MTI812,Systèmes vidéo immersifs : principes et applications,"Ce cours vise à introduire les concepts, méthodes et applications nécessaires au développement de systèmes de communications visuelles 3D immersives. Au terme de ce cours, les étudiantes et les étudiants seront en mesure d’expliquer les principes de base de la perception de la profondeur et leurs applications au développement des systèmes de communications visuelles 3D et immersives, de décrire le fonctionnement de ces systèmes, de les analyser et évaluer de façon...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.802,353314,2 +GTS503,"Technologies de la santé, normes et homologation","Au terme de ce cours, l’étudiante ou l’étudiant comprendra la contribution de plus en plus importante des technologies dans le domaine de la santé. Il sera familier avec les domaines qui font partie des technologies de la santé. Technologies médicales, technologies de l’information, technologies associées à la logistique hospitalière, leur fonctionnement et leur environnement. Hiérarchie entre les lois, règlements, règlements de type normatif, normes consensuelles et règles de...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,352155,1 +AER450,Thermodynamique et propulsion aéronautique,"Ce cours vise à initier les personnes étudiantes aux principes de la thermodynamique utilisés dans la conception et le fonctionnement des systèmes de propulsion des aéronefs. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : décrire le fonctionnement d’un système de propulsion à l’aide des cycles de base ; calculer les quantités d’énergie échangées sous forme de travail et de chaleur pour divers types de turbomachines ; analyser les différents...",4,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,911882,1 +MEC630,Ventilation et chauffage,"Au terme de ce cours, l’étudiante ou l’étudiant comprendra le fonctionnement des systèmes de chauffage et de ventilation et sera en mesure de choisir et concevoir un système de chauffage et de ventilation, et de faire une analyse de performance d'un système existant. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier les éléments d’un système de chauffage et de ventilation; de concevoir un système de chauffage et d’analyser les performances...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.804,352910,1 +IND560,Projet en analytique et IA avec mégadonnées,"Ce cours vise à synthétiser les connaissances acquises en intelligence artificielle et en mégadonnées avec un accent sur la pratique. Au terme de ce cours l’étudiante ou l’étudiant sera en mesure de : appliquer les principes de gestion de projets, de communication et de travail d’équipe ; appliquer les connaissances en apprentissage machine et en analytique dans un projet de grande envergure ; contraster les services, les outils et les infrastructures appropriés pour...",6,2024-11-02 01:50:21.521,2024-11-02 01:50:21.799,352311,1 +CTN248,Statique et dynamique,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de calculer les conditions d'équilibre des points matériels et des corps rigides (dans le plan et dans l'espace), et des structures de type treillis; de déterminer les propriétés de sections utilisées dans les applications de résistance des matériaux et de calcul des structures; d’analyser les conditions de mouvement d'un point matériel et d'un corps rigide sous l'action d'une ou de plusieurs forces;...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,349796,1 +MGC922-H25,Structures de béton précontraint et préfabriqué,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : • connaitre le comportement du béton précontraint et du béton préfabriqué et les principes fondamentaux utilisés pour le calcul des éléments structuraux de ces matériaux; • analyser les structures en béton précontraint et béton préfabriqué et évaluer les charges critiques propres à ces structures ainsi que leur cheminement; • analyser et faire la conception des éléments structuraux en béton...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,907878,2 +MTI840,Sujets avancés sur l’Internet et l’infonuagique,"L'objectif est de présenter les technologies émergentes reliées à l’évolution de l'Internet et des infrastructures infonuagiques. Il vise aussi à familiariser les étudiantes et les étudiants avec les travaux de recherche récents dans ce domaine ainsi que les différents défis de recherche qui y sont reliés. À la fin de ce cours, les étudiantes et les étudiants devraient être en mesure de : maîtriser les technologies clés de l’Internet et des infrastructures infonuagiques;...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,353336,2 +MGC922,Sujets spéciaux II en génie de la construction,S’initier à des sujets d'intérêt majeur dans le domaine du génie de la construction en se familiarisant avec les derniers développements technologiques dans un ou plusieurs domaines de pointe et en abordant des sujets particuliers dans différentes spécialités du domaine.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353234,2 +MGA803,Sujets spéciaux II en aéronautique,Sujets d’intérêt majeur et à la fine pointe de la technologie. Deux sujets sont offerts en alternance (un par année).,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353145,2 +LOG780,Sujets émergents en génie logiciel,"Au terme de ce cours, l’étudiante ou l'étudiant aura vu les aspects nouveaux et cruciaux en génie logiciel. Stratégies technologiques pertinentes liées à la planification, à la conception ou à la gestion des systèmes logiciels actuels ou proposés par les industries qui évoluent dans le domaine du génie logiciel.",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.802,352595,1 +SYS803,Systèmes de mesure,"Apprendre les rudiments des systèmes de mesure (connaissances en systèmes d’acquisition, différents types de capteurs pour les mesures mécaniques). S’initier aux circuits électriques de base pour le conditionnement d’un signal, au calcul d’erreur et à l’analyse de signal. Être en mesure de choisir les différents éléments d’une chaîne de mesure, de concevoir un programme pour faire l’acquisition de signaux et de procéder à l’analyse des mesures. Introduction aux...",4,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,353662,2 +MEC200,Technologie des matériaux,"L’objectif général de cours consiste à comprendre le comportement des matériaux et structures simples, selon leur environnement et le type de sollicitation auquel elles sont soumises, afin de les optimiser et prévoir leur possible dégradation. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : de traduire en équations simples les concepts de base utilisés en ingénierie (absence de déformation plastique, absence de rupture, facteur de sécurité, masse...",4,2024-11-02 01:50:21.529,2024-11-02 01:50:21.802,352732,1 +GPA764,Technologies numériques en fabrication,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’appréhender l’apport du numérique à la fabrication; de comparer et recommander des équipements et des logiciels pour la fabrication numérique en fonction des spécifications des pièces et des procédés, notamment pour les différents procédés de fabrication additive; de concevoir une pièce pour la fabrication additive; de mettre en oeuvre des technologies et des principes pour la fabrication numérique....",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,351707,1 +MEC240,Thermodynamique,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’analyser les phénomènes reliés à l'utilisation et à la production d'énergie thermique en faisant appel aux principes de base de la thermodynamique. À la fin du cours, l’étudiante ou l'étudiant sera capable de : calculer les quantités d’énergie échangées sous forme de travail et de chaleur dans les processus industriels; analyser le fonctionnement de la plupart des machines thermiques usuelles en utilisant le...",4,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,352750,1 +CTN603,Thermique et science du bâtiment,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : de comprendre les principes fondamentaux de la thermodynamique; calculer les quantités d’énergie échangées sous forme de travail et de chaleur et identifier les tenants principaux des premier et second principes de la thermodynamique; d’expliquer les trois modes de transfert thermique et d’analyser des problèmes concrets qui y sont reliés; de comprendre les principes fondamentaux du transfert de chaleur, de la...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,349896,1 +SYS809,Vision par ordinateur,Comprendre les divers phénomènes qui se produisent lors de la formation d’une image. Maîtriser l’appareil mathématique servant à poser les problèmes de vision de façon analytique. Choisir l’approche de segmentation la mieux appropriée au type d’image à l’étude. Apprendre à se faire une idée globale du vaste domaine que représente la vision par ordinateur et à progresser de façon autonome par la suite. Introduction : vue d’ensemble de la vision artificielle. Formation...,4,2024-11-02 01:50:21.531,2024-11-02 01:50:21.804,353698,2 +STA452,Stage industriel IV en génie des technologies de la santé (production automatisée),"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des...",9,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,353626,1 +STA107,Stage industriel I en génie mécanique,"Stage visant principalement à sensibiliser l'étudiante ou l'étudiant aux réalités du monde industriel et consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée de quatre mois en entreprise selon une entente avec l’ÉTS. Ce stage consiste en un programme d'entraînement relié au champ d'activités dans lequel l'étudiant désire se perfectionner. Le programme d'entraînement permet au stagiaire de remplir des tâches variées répondant aux...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.800,353552,1 +GPA675,Structures de données et algorithmes,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis les notions et techniques de base en conception, analyse, manipulation et création des structures de données et d’algorithmes. Définition de types abstraits et d’algorithmes génériques. Analyse de complexité. Structures de données classiques : listes, files, piles, arbres, tables de hachage, graphes, etc. Opérations fondamentales sur ces structures de données. Stratégies algorithmiques : dichotomie, partition,...",4,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,351641,1 +STA308,Stage industriel III en génie aérospatial,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Pendant cette période, l’étudiant travaille sous la direction d’un superviseur et participe à la conception ou à l’exécution de projets d’ingénierie. Ce stage est l’occasion pour l’étudiant d’apporter une contribution significative à la solution...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.800,912202,1 +STA351,Stage industriel III en génie des technologies de la santé (mécanique),"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Pendant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseure ou d’un superviseur et participe à la conception ou à l’exécution de projets d’ingénierie. Ce stage est l’occasion pour l'étudiante ou l'étudiant d'apporter...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.801,353598,1 +ENR881,Sujets spéciaux II en énergies renouvelables et efficacité énergétique,Sujets d'intérêt majeur dans le domaine des énergies renouvelables et de l’efficacité énergétique et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Sujets particuliers dans différentes spécialités du domaine des énergies renouvelables et de l’efficacité énergétique.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,350790,2 +IND780,Sujets émergents en informatique distribuée,"Ce cours vise à créer des solutions novatrices et à critiquer les solutions actuelles dans une ou plusieurs perspectives des systèmes distribués. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : analyser l’impact de l’adoption de technologies émergentes; évaluer les stratégies technologiques pertinentes liées à la planification de solution futures; expérimenter des technologies émergentes de systèmes distribués proposés par les industries qui...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.802,352337,1 +SYS856,Techniques avancées en fabrication assistée par ordinateur,Maîtriser les concepts et les outils nécessaires pour le développement avancé de post-processeurs pour machines-outils à commande numérique 3-5 axes et pour machines à mesurer les coordonnées. S’initier à la technologie d’usinage à grande vitesse. Techniques avancées de modélisation surfacique et de modélisation solide en conception et fabrication assistées par ordinateur (CAO/FAO). Programmation avancée de parcours d’outils avec un système de CAO/FAO; langage APT et...,3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.802,353762,2 +GTS850,Techniques de simulation médicale et chirurgicale,"En partenariat avec une entreprise ou un milieu hospitalier, ce cours vise à acquérir des connaissances relatives aux techniques de simulation appliquées dans le domaine médical et chirurgical. À travers des études de cas industriels et de centre de simulation médicale, l’étudiant comprendra le rôle de la simulation dans le processus d’apprentissage et de perfectionnement du personnel médical ainsi que les principales composantes d’un centre de simulation. De plus, à travers le...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.803,352225,2 +GTI723,Test d’intrusion,"Le test d’intrusion représente une étape cruciale dans la sécurisation d’un système d’information ou d’une infrastructure informatique. En effet, il consiste à mettre à l’épreuve la sécurité du système en l’exposant à une équipe d’experts ayant comme mission la découverte des vulnérabilités et leur exploitation afin de compromettre le bon fonctionnement du système, d’obtenir un accès illégal à une ressource, de perturber ou interrompre un service, etc. De ce...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,352035,1 +MTI840-H25,Traitement du langage naturel appliqué,"",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.803,907891,2 +MGL805,Vérification et assurance qualité de logiciels,"Étudier les concepts et les outils liés à la qualité des logiciels. Facteurs qualité (efficacité, exactitude, performance, facilité d’entretien). Normes d’assurance qualité et de vérification et validation (ISO, IEEE). Plans d’assurance qualité et de vérification et validation (coût, activités, ressources). Méthodes d’assurance qualité et de vérification et validation (revue, inspections, audits). Les tests : principes, méthodes, processus et plan de tests. Outils...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.804,353248,2 +STA451,Stage industriel IV en génie des technologies de la santé (mécanique),"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l’École, une activité d’une durée de quatre mois. Ce stage, optionnel, est l’occasion pour l’étudiante ou l'étudiant d’apporter une contribution significative à la solution d’un problème d’ingénierie réel dans le milieu technologique, avec ses contraintes économiques, techniques et autres. Le stage permet également de consolider les compétences acquises lors des...",9,2024-11-02 01:50:21.525,2024-11-02 01:50:21.799,353624,1 +MTR892,Projet technique,"Le projet technique amène l’étudiante ou l'étudiant à intégrer ses connaissances et à les utiliser concrètement dans le cadre d’un projet similaire à celui d’un projet d’application ou d’intervention en entreprise (dans le cadre d’un emploi), mais de moindre envergure. Le projet comprend un ensemble d’activités effectuées sous la supervision d’un professeur : recherche bibliographique, définition d’une problématique, élaboration de la méthodologie,...",6,2024-11-02 01:50:21.521,2024-11-02 01:50:21.800,353380,2 +SST880,Sujets spéciaux en génie des risques de SST,Sujet d’intérêt majeur dans le domaine du génie des risques de santé et sécurité du travail. Le sujet proposé peut varier à chaque fois que ce cours est mis à l’horaire.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.800,353538,2 +STA302,Stage industriel III en génie de la production automatisée,"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Le programme d'entraînement permet au stagiaire de remplir des tâches variées répondant aux exigences et aux besoins de l’entreprise et d’appliquer des connaissances théoriques. Ce stage est l’occasion pour l'étudiante ou l'étudiant d'apporter une...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.801,353578,1 +MGL869,Sujets spéciaux I en génie logiciel,Sujets d'intérêt majeur dans le domaine du génie et familiarisation avec les derniers développements technologiques dans un ou plusieurs domaines de pointe. Sujets particuliers dans différentes spécialités du domaine du génie.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353270,2 +SDE880,Sujets spéciaux III en génie,S’initier à des sujets d'intérêt majeur dans le domaine du génie en se familiarisant avec les derniers développements technologiques dans un ou plusieurs domaines de pointe et en abordant des sujets particuliers dans différentes spécialités du domaine.,3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353502,2 +ENR889,Systèmes d’énergie solaire photovoltaïque,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’interpréter les mécanismes de conversion de la lumière en électricité et de transport des charges au sein de matériaux semi-conducteurs; d’appliquer ces concepts fondamentaux pour décrire le fonctionnement des jonctions p-n et des modules photovoltaïques; d’analyser le fonctionnement des technologies photovoltaïques de base; de créer un plan d’intégration des technologies à l’intérieur d’un système...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,350792,2 +ELE675,Systèmes de mesures informatisés,"Analyser et modéliser un système de mesure numérique, comprenant la modélisation des erreurs. Proposer, implémenter et valider des approches de correction ou de mitigation des erreurs statiques et dynamiques. De concevoir et de valider des méthodes de calibration hors-ligne et en ligne. D’effectuer la transformation ou la fusion des données de mesure 1D et 3D. Étude des caractéristiques et fonctionnalités de capteurs usuels et des phénomènes physiques associés. Erreurs de...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,350485,1 +MGR860,Technologies et réseaux optiques WDM (Wavelength Division Multiplexing),"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’analyser les technologies associées aux réseaux optiques WDM; de démontrer les principes fondamentaux reliés à la conception, l’analyse de performance, le contrôle, l’opération et les tests des réseaux optiques; d’appliquer ces principes à la résolution de problématiques de conception et d’analyse de réseaux optiques. Concepts théoriques reliés à la transmission par fibre optique : atténuation,...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,353288,2 +MGA807,Théorie du pilotage d'aéronefs,"Ce cours vise à initier l’étudiante ou l’étudiant aux notions de base de pilotage pour opérer un avion léger et pour prendre connaissance des contraintes variées rencontrées en aéronautique. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : distinguer les différentes composantes d’un avion; comprendre les phénomènes aérodynamiques d’un avion léger; analyser ses performances; réaliser une analyse météorologique détaillée; suivre son trajet à...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,787483,2 +ENV803,Traitement des eaux : procédés conventionnels et avancés,"Ce cours vise à comprendre les procédés conventionnels et avancés du traitement des eaux et à évaluer leurs avantages et leurs inconvénients en considérant les limitations technicoéconomiques des procédés. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : connaître les cadres réglementaires québécois régissant la production d’eau potable et le traitement des eaux usées; sélectionner une technologie de traitement afin de répondre aux exigences...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,686468,2 +ELE440,Algorithmes,"Étudier les caractéristiques des algorithmes dans le but d’obtenir une réalisation efficace sur ordinateur. Présentation des algorithmes de base comme les algorithmes voraces, des techniques « diviser pour régner », de la programmation dynamique et d’exploration des graphes. Notion de complexité d'algorithme. Techniques de programmation. Récursivité, retour-arrière, allocation dynamique, recherche de solutions. Structures de données : listes, piles, files, arborescences....",4,2024-11-02 01:50:21.501,2024-11-02 01:50:21.804,350329,1 +CTN733,Systèmes électriques du bâtiment,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’expliquer les différents systèmes électriques d’un bâtiment; d’identifier les différentes composantes des systèmes électriques pour l’estimation et la planification des travaux; de reconnaître les différents types de contrôles et de systèmes automatisés des bâtiments. Revue des notions d’électricité applicables aux bâtiments. Électricité : entrée principale, entrée secondaire, transformateur,...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,349980,1 +MGC814,Techniques avancées de planification des projets de bâtiments,"Approfondir les méthodes et les applications informatiques appropriées à la planification et au suivi des projets de bâtiments. Ces méthodes et techniques incluent : 1) l’installation et l’organisation des chantiers, 2) les méthodes de simulation et de modélisation graphique des opérations de construction, 3) la gestion de la circulation des stocks et des cycles inversés (rebuts, réutilisation et recyclage) et 4) la planification des espaces de travail au chantier. Appliquer ces...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.803,353181,2 +SYS864-H25,Technologie des batteries et conversion/stockage de l'énergie,"The objective of the course is to train students to: gain a fundamental understanding of various batteries as energy conversion and storage systems; acquire multidiscipline fundamental knowledge in electrochemistry, material science, and engineering, as well as practical skills in battery prototype fabrication and performance evaluation; compare different types of batteries, comprehend their advantages and disadvantages, and assess their future perspective and their specific practical...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.802,907935,2 +ELE889,Technologies de l'énergie solaire photovoltaïque,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’interpréter les mécanismes de conversion de la lumière en électricité et de transport des charges au sein de matériaux semi-conducteurs;d’appliquer ces concepts fondamentaux pour décrire le fonctionnement des jonctions p-n et des modules photovoltaïques;d’analyser le fonctionnement des technologies photovoltaïques de base;de créer un plan d’intégration des technologies à l’intérieur d’un système...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.803,350733,1 +ELE736,Téléinformatique,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de : représenter les notions conceptuelles et pratiques de la communication entre ordinateurs impliquant l’Internet et l’intégration avec infonuagique; appliquer ces concepts à l’aide de protocoles, d’algorithmes et d’exemples concrets; modéliser et analyser la performance de réseaux différents; formuler une appréciation de l’environnement et de l’évolution des réseaux de télécommunications. Introduction...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,350553,1 +LOG240,Tests et maintenance,"Ce cours présente et applique les concepts du cycle de vie de la maintenance d'un logiciel, la validation et la vérification d'un logiciel, et les différents types de tests selon les principes du génie logiciel. Gestion de la configuration, transition d'un logiciel du développement à la maintenance, éléments de maintenance de logiciel, types de maintenance, activités de maintenance, gestion des problèmes et amélioration de la maintenance du logiciel, principes de tests, conception de...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,352421,1 +GES815,"Théorie financière, économique et gestion du portefeuille","Ce cours vise à offrir aux étudiants les bases théoriques ayant trait aux décisions financières. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’expliquer le rôle économique du marché financier;de considérer l’incertitude de l’avenir dans la prise de décisions financières;de déterminer le prix du risque sur marché financier efficient. Processus de gestion d'un portefeuille de valeurs mobilières. Théories de l’analyse fondamentale et ratios...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,350958,2 +ELE265,Traitement de signaux,"Étudier les méthodes d’analyse et de représentation des signaux appliquées aux systèmes. Établir un pont entre la formation mathématique et les applications technologiques en génie électrique. Algèbre des nombres complexes. Représentation et classification des signaux et des systèmes : signaux continus et discrets; signaux déterministes et aléatoires; systèmes analogiques et numériques, linéaires invariants dans le temps. Analyse et transformation de signaux : série et...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,350257,1 +GIU806,TI et outils d’aide à la décision en milieu urbain,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure de distinguer l’apport des différentes catégories d’outils de gestion et d’aide à la décision dans chacune des sphères du contexte municipal ; d’utiliser certains outils dans des situations réelles ; de produire des rapports de gestion appliqués au rôle du gestionnaire municipal ; d’établir les liens entre les outils technologiques et les différentes exigences auxquelles sont confrontés les gestionnaires...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,351093,2 +DGA1095,Thèse de doctorat en recherche appliquée,La thèse de doctorat constitue un travail de recherche original dont le sujet est défini ou non dans le cadre d’une collaboration avec l’industrie. Les travaux doivent permettre de faire progresser l'état des connaissances dans le domaine de l'ingénierie. L'ÉTS encourage la réalisation des travaux de recherche en entreprise.,75,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,350165,3 +AER729,"Usinage, outillage et inspection en aérospatiale","Au terme de ce cours, l’étudiant sera en mesure de maîtriser des notions avancées d’usinage et d’inspection par commande numérique. Usinage multiaxe à commande numérique, montages d’usinage modulaires et dédiés, outillage spécialisé, gamme d’usinage dans le domaine de l’aéronautique. Inspection, lecture de dessins et préparation de la gamme de mesure, machine à mesurer tridimensionnelle, techniques de palpage, normes d’optimisation des surfaces à partir des points...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.804,912154,1 +MGL848,Validation et vérification de modèles en génie logiciel,"Ce cours vise à procurer à l'étudiante ou à l'étudiant une connaissance approfondie des méthodes formelles et semi-formelles pour la description et l’analyse de matériels ou de produits logiciels. Il vise également à faire comprendre les avantages et les limites de ces méthodes. À la fin du cours, l'étudiante ou l'étudiant sera en mesure de produire un modèle abstrait et formel d’un système, de l’utiliser pour démontrer certaines propriétés, de d'expliquer comment ces...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.804,353264,2 +ELE653,Transport de l'énergie,"Au terme de ce cours, l'étudiante ou l'étudiant sera familier avec les principales composantes d'une centrale de production d'énergie, les principales caractéristiques d'un réseau de transport d'énergie à haute tension courant alternatif et d'un réseau de transport d'énergie à haute tension courant continu. Centrales de production d'énergie : hydraulique, thermique et nucléaire. Interconnexions entre réseaux. Puissance de pointe. Transport d'énergie à haute tension courant...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.804,350411,1 +STA103,Stage industriel I en génie des opérations et de la logistique,"Stage visant principalement à sensibiliser l'étudiante ou l'étudiant aux réalités du monde industriel et consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée de quatre mois en entreprise selon une entente avec l’ÉTS. Ce stage consiste en un programme d'entraînement relié au champ d'activités dans lequel l'étudiant désire se perfectionner. Le programme d'entraînement permet au stagiaire de remplir des tâches variées répondant aux...",9,2024-11-02 01:50:21.523,2024-11-02 01:50:21.799,353544,1 +ENR880-A24,Stockage de l’énergie connecté au réseau électrique,"Ce cours vise à former les étudiantes et les étudiants dans un domaine où le stockage de l’énergie électrique devient important pour maintenir la stabilité des réseaux de distribution électrique et les rendre plus efficaces et fiables. La distribution du stockage électrique et son intégration dans les interfaces de puissance devient une nécessité pour les réseaux à grande pénétration de sources à énergie renouvelable, intermittentes et fluctuantes. L’objectif principal du...",3,2024-11-02 01:50:21.525,2024-11-02 01:50:21.800,907790,2 +BIM921,Sujets spéciaux I en BIM et innovations numériques,"Sujets d'intérêt majeur dans le domaine de la modélisation de données du bâtiment, appelée communément BIM (Building Information Modeling), et en innovations numériques. Sujets particuliers dans différentes spécialités du domaine. Le sujet proposé peut varier à chaque fois que cette activité est mise à l’horaire.",3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.800,349706,2 +STA350,Stage industriel III en génie des technologies de la santé (électrique),"Stage en entreprise ou dans un organisme consistant à réaliser, en conformité avec les règlements de l'École, une activité d'une durée variant entre quatre et huit mois, répartie sur une ou deux sessions, selon le cas. Pendant cette période, l'étudiante ou l'étudiant travaille sous la direction d'une superviseure ou d’un superviseur et participe à la conception ou à l’exécution de projets d’ingénierie. Ce stage est l’occasion pour l'étudiante ou l'étudiant d'apporter...",9,2024-11-02 01:50:21.524,2024-11-02 01:50:21.801,353596,1 +MTI836,"Surfaces discrètes : représentation, algorithmes et traitement","Ce cours vise à initier les étudiantes et les étudiants aux approches permettant de concevoir des systèmes pour traiter des surfaces discrètes. Il présente des outils mathématiques utilisés pour le traitement des surfaces, de même que des approches algorithmiques pour représenter et traiter les surfaces. Au terme de ce cours, les étudiantes et les étudiants seront en mesure de : choisir les opérations appropriées pour modifier une surface discrète; réaliser des opérations sur...",3,2024-11-02 01:50:21.526,2024-11-02 01:50:21.801,353330,2 +GTI785,Systèmes d’applications mobiles,"Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure : de décrire le rôle et le fonctionnement des divers éléments architecturaux ainsi que des protocoles composant les réseaux mobiles;de solutionner des problèmes de calculs de capacité de réseaux mobiles et de sélection des différents éléments architecturaux et protocoles dans les réseaux mobiles;de comparer des architectures de réseaux mobiles; d’identifier et d’énumérer les caractéristiques et les problèmes...",3,2024-11-02 01:50:21.527,2024-11-02 01:50:21.802,352133,1 +GES830,Techniques avancées en ingénierie financière,"Ce cours vise à initier les étudiantes et les étudiants aux marchés financiers et à présenter les fondements de l’ingénierie financière. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure de décrire le marché des devises; de distinguer et d’appliquer des stratégies d’investissement sur les produits de base; d’expliquer le fonctionnement approfondi des bourses et des maisons de courtage; d’identifier et d’interpréter les nouveaux enjeux en ingénierie...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.802,350984,2 +TCH097,Technologies environnementales,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Ce cours multidisciplinaire a pour objectif de permettre à l'étudiante ou l’étudiant de comprendre le fonctionnement de diverses technologies à vocation environnementale. L’étudiante ou l'étudiant sera en contact direct avec des technologies modernes et manipulera des objets issus de domaines très variés lui permettant ainsi d’élargir ses connaissances techniques. De plus, ce cours amènera...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,353970,1 +MGL825,Télématique et réseaux,"Approfondir sa compréhension du développement d’applications en télécommunication, en se fondant sur les couches supérieures du modèle OSI. Analyser progressivement les couches transport, session, présentation et application afin d’acquérir une compréhension avancée des services et protocoles impliqués. La conception de modèles ainsi que le développement de systèmes sont requis. Utilisation d’une méthode et d’un outil orientés objets afin de mieux maîtriser les...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,353250,2 +MEC532,Transfert de chaleur,"Au terme de ce cours, l’étudiante ou l’étudiant aura étudié le phénomène du transfert de l'énergie thermique et analysé les problèmes concrets qui y sont reliés. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure :d’expliquer les 3 modes de transfert thermique;d’analyser des problèmes concrets qui y sont reliés;de comparer les performances de systèmes thermiques (réseaux d’ailettes, échangeurs, etc.) Modes de transfert de chaleur. Conduction...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.803,352818,1 +ENM860,Analyse de données et systèmes prédictifs,"Ce cours vise à concevoir et appliquer des solutions utilisant les technologies d’analyse de données et d’apprentissage automatique. L’étudiante ou l'étudiant apprend et applique les étapes de conception dans la réalisation de systèmes prédictifs orientés vers les besoins d’une organisation ou d’une entreprise. Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure d’appliquer différentes analyses exploratoires multidimensionnelles sur des données numériques...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.804,350753,2 +MGC818,Techniques avancées de planification des projets d’infrastructures,"Le cours vise à approfondir les méthodes et les applications informatiques appropriées à la planification et au suivi des projets d’infrastructure. Au terme de ce cours, les étudiantes et les étudiants seront en mesure d’appliquer leurs connaissances sur des études de cas; de maîtriser les techniques et les logiciels de planification des projets de construction linéaires incluant l’installation, la circulation, les plans synoptiques, l’approvisionnement, le calcul des durées,...",3,2024-11-02 01:50:21.528,2024-11-02 01:50:21.803,353185,2 +MTI811,"Technologies, systèmes et applications vidéo","Ce cours vise à développer des connaissances approfondies dans le domaine des technologies et des systèmes vidéo, ainsi que dans les applications qu’ils rendent possibles. Au terme de ce cours, l'étudiante ou l'étudiant sera en mesure de : analyser les propriétés des signaux vidéo à l'aide de divers outils; concevoir les éléments architecturaux importants des systèmes de communication et des applications vidéo; choisir les formats et protocoles appropriés dans la conception de...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,686470,2 +TEL145,Télécommunication et réseaux locaux,"À la fin du cours, l’étudiante ou l'étudiant sera en mesure : d’identifier et appliquer les connaissances pratiques poussées aux services disponibles sur un réseau local, les protocoles de communication des LAN les plus connus et utilisés dans l’industrie, le montage d’un réseau, la programmation d’application et d’accès à la simulation à un LAN; d’appliquer les paramètres de sélection, de mise en route, d’entretien et de gestion d’un réseau local. Notions...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,354004,1 +MEC300,Technologie de fabrication,"Ce cours vise à apprendre aux étudiantes et aux étudiants à choisir et optimiser les procédés de fabrication et le design des pièces en fonction des matériaux et de la performance en service désirée. À la fin de ce cours, l'étudiante ou l'étudiant sera en mesure: de faire, pour un design donné, l’analyse comparative des procédés technologiques, du point de vue de leurs caractéristiques, coût et limitations; d’expliquer les relations entre le choix des paramètres du...",3,2024-11-02 01:50:21.529,2024-11-02 01:50:21.803,352756,1 +MEC602,Tolérancement et métrologie tridimensionnelle,"À la fin du cours, l’étudiante ou l'étudiant sera en mesure : d’effectuer le tolérancement géométrique d’un mécanisme simple à partir d’un requis fonctionne préétabli; d’analyser les variations géométriques en 3D et d’effectuer la synthèse de tolérances; de concevoir un gabarit d’inspection d’un composant mécanique selon les normes ASME Y14.43 et ISO R1938; de sélectionner un système de mesure (incluant l’équipement, les artefacts et le logiciel) pour mesurer...",3,2024-11-02 01:50:21.530,2024-11-02 01:50:21.803,352876,1 +ELE666,Traitement numérique des signaux,"Au terme du cours, l’étudiante ou l'étudiant pourra analyser certains types importants de filtres numériques, les synthétiser à partir de spécifications données et en évaluer les performances. Les signaux à temps discret. Échantillonnage, quantification, introduction aux techniques de base du traitement numérique du signal. Transformée en Z. Stabilité. Transformée de Fourier discrète. Convolution. Classification, caractéristiques, approximations, propriétés et méthodes...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.803,350445,1 +TCH023,Travaux de bâtiments,"Ce cours ne peut être reconnu dans le cadre d’un programme de baccalauréat. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’identifier les principales étapes, les méthodes et les différents assemblages utilisés lors de la réalisation d’un projet de construction de bâtiment. Cycle de vie d’un projet. Planification de l’avant-projet. Intervenants. Rôle des professionnels. Relations contractuelles. Différents types de bâtiments. Mobilisation au...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.803,353890,1 +MEC727,Tribologie,"Au terme de ce cours, l’étudiante ou l’étudiant sera initié à la science récente du contact des surfaces solides en mouvement relatif : frottement, usure et lubrification. À la fin de ce cours, l’étudiante ou l'étudiant sera en mesure : d’établir et analyser les efforts de contact entre deux solides cylindriques ou sphériques; d’analyser les différents régimes de lubrification, calculer l’épaisseur de film d’huile et estimer les coefficients de friction; de choisir...",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.803,352974,1 +SYS804,Vibrations avancées : théorie et pratique,"Développer des aptitudes avancées en analyse des vibrations, en techniques de mesure des vibrations et en analyse modale, autant du point de vue théorique qu’expérimental. Maîtriser les techniques d’analyse expérimentale et théorique des vibrations. Maîtriser les techniques de diagnostic des défauts de machines par surveillance vibratoire. Acquisition des données, FFT, échantillonnage, fenêtrage. Capteurs et actuateurs : pots vibrants, marteaux d’impact, excitation acoustique,...",4,2024-11-02 01:50:21.531,2024-11-02 01:50:21.804,353668,2 +DGA1032E,Written Examination,"The second part of the pre-doctoral examination, the Written Examination, assesses the student's acquired knowledge. It ensures that the student has a broad knowledge of the disciplines related to the field of research, and evaluates the student's potential to accomplish the proposed research. This second part involves a jury. It consists of a controlled examination and a take-home examination that must be completed within a week.",3,2024-11-02 01:50:21.531,2024-11-02 01:50:21.804,389283,3 +GES802,Analyse de faisabilité,"Au terme de ce cours, l’étudiante ou l’étudiant aura acquis : les concepts fondamentaux d'analyse économique et les principales techniques de comparaison de projets et d'analyse de rentabilité et de gestion de projets d'ingénierie; des habiletés permettant de solutionner des problèmes réels comportant des éléments de risque et d'incertitude ainsi que des facteurs intangibles. Concepts de base d'analyse de rentabilité, rentabilité de projet après impôt, étude de remplacement...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.804,350946,2 +MGC852,Analyse du risque dans la gestion de projets,"Identifier les étapes dans l'analyse des risques dans les projets. Connaître les méthodes d'analyse des risques. Identifier les différents outils. Quantifier les risques, définir les plans d'action préventifs et correctifs. Mettre en œuvre les plans d'action dans un planning de risques avec les acteurs et les dates de surveillance. Évaluer leurs conséquences (qualité, délais et coûts). Différences risques/chaos. Risques dans un projet. Étapes d'analyse des risques. Management des...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.804,353214,2 +CTN785,Analyse et conception des structures,"À la suite de ce cours, l’étudiante ou l'étudiant sera en mesure : d’analyser et dimensionner les structures de différents ouvrages et plus particulièrement des bâtiments multi-étages en béton armé selon les exigences du Code national du bâtiment (CNB) et de la norme de béton armé ACNOR A23.3; d’intégrer les données et contraintes relatives au projet, de pré-dimensionner et modéliser la structure; d’évaluer les charges y compris les charges sismiques; d’effectuer...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.804,350143,1 +CTN408,Analyse des structures,"Au terme de ce cours, l’étudiante ou l'étudiant sera en mesure : d’identifier les types de structures (poutres, cadres, arches, treillis) et de décrire leur comportement; de déterminer, selon les codes, les différentes charges de conception à considérer pour le calcul des structures; de calculer les réactions d’appuis et les efforts internes et tracer les diagrammes de ces efforts pour les structures isostatiques et les structures hyperstatiques; de calculer les rotations et les...",4,2024-11-02 01:50:21.501,2024-11-02 01:50:21.804,349848,1 +AER610,Aérodynamique II,"Ce cours vise à expliquer les notions avancées d’aérodynamique des écoulements compressibles et visqueux autour d’aéronefs en vol transsonique, qui sont nécessaires pour calculer les forces s’exerçant sur eux. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : expliquer les ondes de choc droites, obliques et de détente ; calculer les paramètres d’écoulement dans une tuyère convergente-divergente, dans un tube à choc et autour d’un profil...",3,2024-11-02 01:50:21.500,2024-11-02 01:50:21.804,912128,1 +MGA820,Analyse des variations en production aéronautique,"Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure : d’appliquer les principes de base de l’analyse tridimensionnelle des tolérances géométriques pour concevoir un assemblage; d’appliquer les principes de la conception pour fabrication (DFM) et d’établir un lien analytique entre les tolérances allouées sur les dessins d’ingénierie avec les capacités des principaux procédés de fabrication (usinage, tôlerie, composites, etc.); de proposer une méthodologie...",3,2024-11-02 01:50:21.501,2024-11-02 01:50:21.804,353151,2 +MAT380,Algèbre linéaire,"Ce cours vise à utiliser les notions fondamentales d’algèbre linéaire et de calcul matriciel. Au terme de ce cours, l’étudiante ou l’étudiant sera en mesure de : effectuer diverses opérations sur les matrices; décrire un problème à l’aide du langage matriciel; résoudre un système d’équations linéaires à l’aide du langage matriciel; identifier les propriétés importantes d’une matrice; comprendre les notions d’espaces vectoriels et de transformations linéaires;...",4,2024-11-02 01:50:21.500,2024-11-02 01:50:21.804,352677,1 diff --git a/notebook/data/Program.csv b/notebook/data/Program.csv new file mode 100644 index 0000000..7fa8c61 --- /dev/null +++ b/notebook/data/Program.csv @@ -0,0 +1,95 @@ +"code","credits","horaireCoursPdfJson","planificationPdfJson","createdAt","updatedAt","title","url","cycle","id" +"0648","15 crédits","","",2024-10-17 04:32:25.190,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie de l'environnement,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-genie-environnement,2,183146 +"0569","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie de la production automatisée : intégration et automatisation des systèmes,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-production-automatisee-integration-automatisation,2,183156 +"0514","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en gestion de l’innovation,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-gestion-innovation,2,183236 +"3294","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en projets internationaux et ingénierie globale,https://www.etsmtl.ca/programmes-formations/dess-projets-internationaux-ingenierie-globale,2,183498 +"6646","90 crédits, incluant 9 crédits de stage","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Baccalauréat en informatique distribuée,https://www.etsmtl.ca/programmes-formations/baccalaureat-informatique-distribuee,1,182928 +"3094","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en conception et gestion de projets d’ingénierie canadiens,https://www.etsmtl.ca/programmes-formations/maitrise-gestion-projets-ingenierie-canadiens,2,183718 +"7694","Entre 115 et 120 crédits de cours (selon le profil d'accueil et les cours de concentration) et 27 crédits de stage (hors programme, obligatoires)","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Baccalauréat en génie électrique,https://www.etsmtl.ca/programmes-formations/baccalaureat-genie-electrique,1,182832 +"0414","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en gestion de projets d'ingénierie,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-gestion-projets-ingenierie,2,183246 +,"31 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.407,Année préparatoire,https://www.etsmtl.ca/programmes-formations/annee-preparatoire,1,829496 +"3044, 1564","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en génie électrique,https://www.etsmtl.ca/programmes-formations/maitrise-genie-electrique,2,183562 +"0628","15 crédits","","",2024-10-17 04:32:25.189,2024-11-02 01:50:20.409,Programme court de 2e cycle en affaires juridiques pour l'ingénieur,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-affaires-juridiques,2,183056 +,"91 crédits. Durée : 2 ans et 4 mois (un total de 7 sessions, à raison de 3 sessions par année en continu et à temps plein)","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Baccalauréat en design d'expérience utilisateur (UX),https://www.etsmtl.ca/programmes-formations/baccalaureat-design-ux,1,736119 +"0565","15 crédits","","",2024-10-17 04:32:25.189,2024-11-02 01:50:20.409,Programme court de 2e cycle en efficacité énergétique,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-efficacite-energetique,2,183066 +"0866","15 crédits","","",2024-10-17 04:32:25.192,2024-11-02 01:50:20.409,Programme court de 2e cycle en modélisation des données du bâtiment (BIM),https://www.etsmtl.ca/programmes-formations/programme-court-2e-modelisation-donnees-batiment,2,183296 +"0578","15 crédits","","",2024-10-17 04:32:25.192,2024-11-02 01:50:20.409,Programme court de 2e cycle en technologies de l'information,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-technologies-information,2,183334 +"0560","15 crédits","","",2024-10-17 04:32:25.192,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie électrique : commande industrielle,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-genie-electrique-commande-industrielle,2,183196 +"3094, 1560","45 crédits","","",2024-10-17 04:32:25.188,2024-11-02 01:50:20.409,Maîtrise en gestion de l’innovation,https://www.etsmtl.ca/programmes-formations/maitrise-gestion-innovation,2,183686 +"0489","15 credits","","",2024-10-17 04:32:25.193,2024-11-02 01:50:20.410,Programme court en télécommunications,https://www.etsmtl.ca/programmes-formations/programme-court-telecommunications,1,183048 +"3285","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en génie électrique,https://www.etsmtl.ca/programmes-formations/dess-genie-electrique,2,183434 +"0563","15 crédits","","",2024-10-17 04:32:25.190,2024-11-02 01:50:20.409,Programme court de 2e cycle en exploitation des énergies renouvelables,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-energies-renouvelables,2,183076 +"0856","15 crédits","","",2024-10-17 04:32:25.190,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie de la construction : gestion des coûts et du temps,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-genie-construction-gestion-couts-temps,2,183096 +"0567","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie mécanique,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-genie-mecanique,2,183226 +"0616","15 crédits","","",2024-10-17 04:32:25.192,2024-11-02 01:50:20.409,Programme court de 2e cycle en gestion de projets internationaux,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-projets-internationaux,2,183256 +"0486","15 crédits","","",2024-10-17 04:32:25.193,2024-11-02 01:50:20.409,Programme court en planification et gestion de la maintenance,https://www.etsmtl.ca/programmes-formations/programme-court-planification-gestion-maintenance,1,183040 +"1822, 1560","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en génie logiciel,https://www.etsmtl.ca/programmes-formations/maitrise-genie-logiciel,2,183664 +"3094, 1560","45","","",2024-10-17 04:32:25.188,2024-11-02 01:50:20.409,Maîtrise en gestion de projets d'ingénierie,https://www.etsmtl.ca/programmes-formations/maitrise-gestion-projets-ingenierie,2,183726 +"3282","30 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,DESS en technologies de la santé,https://www.etsmtl.ca/programmes-formations/dess-technologies-sante,2,183518 +"4563","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Certificat en gestion de la construction,https://www.etsmtl.ca/programmes-formations/certificat-gestion-construction,1,182968 +"1823","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en génie de la construction : projets de conception et réhabilitation,https://www.etsmtl.ca/programmes-formations/dess-genie-construction-conception-rehabilitation,2,183374 +"3284","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en génie de l'environnement,https://www.etsmtl.ca/programmes-formations/dess-genie-environnement,2,183394 +"4329","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Certificat en production industrielle,https://www.etsmtl.ca/programmes-formations/certificat-production-industrielle,1,182984 +"0987","15 crédits","","",2024-10-17 04:32:25.193,2024-11-02 01:50:20.409,Programme court en économie et estimation des projets de construction,https://www.etsmtl.ca/programmes-formations/programme-court-economie-estimation,1,183008 +"6556","Entre 117 et 118 crédits de cours (selon le profil d'accueil) et 27 crédits de stage (hors programme, obligatoires)","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Baccalauréat en génie des opérations et de la logistique,https://www.etsmtl.ca/programmes-formations/baccalaureat-genie-operations-logistique,1,182880 +"3114","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en gestion de projets d'ingénierie,https://www.etsmtl.ca/programmes-formations/dess-gestion-projets-ingenierie,2,183476 +"4684","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Certificat en gestion immobilière,https://www.etsmtl.ca/programmes-formations/certificat-gestion-immobiliere,1,182976 +"7084","116 crédits de cours et 27 crédits de stage (hors programme, obligatoires)","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Baccalauréat en génie logiciel,https://www.etsmtl.ca/programmes-formations/baccalaureat-genie-logiciel,1,182848 +"0495","15 crédits","","",2024-10-17 04:32:25.192,2024-11-02 01:50:20.409,Programme court en amélioration continue,https://www.etsmtl.ca/programmes-formations/programme-court-amelioration-continue,1,183000 +"3094, 1560","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en génie des risques en santé et sécurité du travail,https://www.etsmtl.ca/programmes-formations/maitrise-genie-risques-sante-securite-travail,2,183616 +"0497","15 crédits","","",2024-10-17 04:32:25.193,2024-11-02 01:50:20.409,Programme court en gestion industrielle,https://www.etsmtl.ca/programmes-formations/programme-court-gestion-industrielle,1,183024 +"0617","15 crédits","","",2024-10-17 04:32:25.190,2024-11-02 01:50:20.409,Programme court de 2e cycle en faisabilité de projets internationaux,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-faisabilite-projets-internationaux,2,183086 +"0534","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie de la production automatisée  : systèmes intelligents,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-production-systemes-intelligents,2,183166 +"0557","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie électrique,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-genie-electrique,2,183186 +"0562","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie électrique : modélisation et traitement de l'information,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-genie-electrique-modelisation-et-traitement-information,2,183206 +"0681","15 crédits","","",2024-10-17 04:32:25.192,2024-11-02 01:50:20.409,Programme court de 2e cycle en gestion des infrastructures urbaines,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-gestion-infrastructures-urbaines,2,183266 +"9632","15 credits","","",2024-10-17 04:32:25.192,2024-11-02 01:50:20.409,Programme court de 2e cycle en santé et sécurité du travail sur les chantiers de construction,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-sst-chantier-construction,2,183316 +"0647","15 crédits","","",2024-10-17 04:32:25.192,2024-11-02 01:50:20.409,Programme court de 2e cycle en réseaux de télécommunications,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-reseaux-telecommunications,2,183306 +"3094, 1560","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en génie des réseaux de télécommunications,https://www.etsmtl.ca/programmes-formations/maitrise-genie-reseaux-telecommunications,2,183698 +"0649","15 crédits","","",2024-10-17 04:32:25.192,2024-11-02 01:50:20.409,Programme court de 2e cycle en technologies de la santé,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-technologies-sante,2,183324 +"9684","15 crédits","","",2024-10-17 04:32:25.193,2024-11-02 01:50:20.409,Programme court en gestion immobilière,https://www.etsmtl.ca/programmes-formations/programme-court-gestion-immobiliere,1,183016 +"0496","15 crédits","","",2024-10-17 04:32:25.193,2024-11-02 01:50:20.409,Programme court en optimisation de la productivité,https://www.etsmtl.ca/programmes-formations/programme-court-optimisation-productivite,1,183032 +"3765","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en génie logiciel,https://www.etsmtl.ca/programmes-formations/dess-genie-logiciel,2,183444 +"3094","45 crédits","","",2024-10-17 04:32:25.188,2024-11-02 01:50:20.409,"Maîtrise en génie, projets internationaux et ingénierie globale",https://www.etsmtl.ca/programmes-formations/maitrise-genie-projets-internationaux-ingenierie-globale,2,183598 +"1562, 1561","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en génie de l'environnement,https://www.etsmtl.ca/programmes-formations/maitrise-genie-environnement,2,183604 +"1915","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en BIM et innovations numériques,https://www.etsmtl.ca/programmes-formations/dess-bim-innovations-numeriques,2,183344 +"9159","9 crédits","","",2024-10-17 04:32:25.188,2024-11-02 01:50:20.409,Microprogramme de 2e cycle en ingénierie créative,https://www.etsmtl.ca/programmes-formations/microprogramme-2e-cycle-ingenierie-creative-2,2,396036 +"3283","30 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.408,DESS en réseaux de télécommunications,https://www.etsmtl.ca/programmes-formations/dess-reseaux-telecommunications,2,183508 +"4567","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Certificat en économie et estimation des projets de construction,https://www.etsmtl.ca/programmes-formations/certificat-economie-estimation,1,182952 +"1946","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en gestion des infrastructures urbaines,https://www.etsmtl.ca/programmes-formations/dess-gestion-infrastructures-urbaines,2,183486 +"1544, 1543","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en génie de la construction,https://www.etsmtl.ca/programmes-formations/maitrise-genie-construction,2,183574 +"7086","116 crédits de cours et 27 crédits de stage (hors programme, obligatoires)","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Baccalauréat en génie des technologies de l'information,https://www.etsmtl.ca/programmes-formations/baccalaureat-genie-des-ti,1,182912 +"3234","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en génie de la production automatisée : systèmes intelligents,https://www.etsmtl.ca/programmes-formations/dess-genie-production-systemes-intelligents,2,183414 +"3094","45 crédits","","",2024-10-17 04:32:25.188,2024-11-02 01:50:20.409,Maîtrise en gestion des infrastructures urbaines,https://www.etsmtl.ca/programmes-formations/maitrise-genie-infrastructures-urbaines,2,183676 +"3034, 1566","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en génie de la production automatisée,https://www.etsmtl.ca/programmes-formations/maitrise-genie-production-automatisee,2,183550 +"2043","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en entreprise numérique,https://www.etsmtl.ca/programmes-formations/dess-entreprise-numerique,2,183364 +"3094, 1560","45 crédits","","",2024-10-17 04:32:25.188,2024-11-02 01:50:20.409,"Maîtrise en génie, énergies renouvelables et efficacité énergétique",https://www.etsmtl.ca/programmes-formations/maitrise-genie-energies-renouvelables-efficacite-energetique,2,183586 +"3286","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en génie mécanique,https://www.etsmtl.ca/programmes-formations/dess-genie-mecanique,2,183454 +"3214","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en gestion de l’innovation,https://www.etsmtl.ca/programmes-formations/dess-gestion-innovation,2,183464 +"5766","30 ou 32 crédits de cours (selon la spécialisation)","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Cheminement universitaire en technologie,https://www.etsmtl.ca/programmes-formations/cheminement-universitaire-technologie,1,182940 +"3178","30 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.408,DESS en technologies de l'information,https://www.etsmtl.ca/programmes-formations/dess-technologies-information,2,183528 +"7684","115 crédits de cours et 27 crédits de stage (hors programme, obligatoires)","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Baccalauréat en génie mécanique,https://www.etsmtl.ca/programmes-formations/baccalaureat-genie-mecanique,1,182864 +"1568, 1567","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en génie des technologies de l’information,https://www.etsmtl.ca/programmes-formations/maitrise-genie-technologies-information,2,183640 +"3054, 1565","45 crédits","","",2024-10-17 04:32:25.187,2024-11-02 01:50:20.409,Maîtrise en génie mécanique,https://www.etsmtl.ca/programmes-formations/maitrise-genie-mecanique,2,183652 +"3022","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en génie de la construction : gestion de projets de construction,https://www.etsmtl.ca/programmes-formations/dess-genie-construction-gestion-projets,2,183384 +"0845","9 crédits","","",2024-10-17 04:32:25.188,2024-11-02 01:50:20.409,Microprogramme de 2e cycle en innovation en chirurgie,https://www.etsmtl.ca/programmes-formations/microprogramme-2e-cycle-innovation-chirurgie,2,183286 +"3094, 1560","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en génie des technologies de la santé,https://www.etsmtl.ca/programmes-formations/maitrise-genie-technologies-sante,2,183628 +"4412","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Certificat en gestion et assurance de la qualité,https://www.etsmtl.ca/programmes-formations/certificat-gestion-assurance-qualite,1,182960 +"3124","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en énergies renouvelables et efficacité énergétique,https://www.etsmtl.ca/programmes-formations/dess-energies-renouvelables-efficacite-energetique,2,183354 +,"118 à 120 crédits, dépendamment du choix de cours optionnels.","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Baccalauréat en génie aérospatial,https://www.etsmtl.ca/programmes-formations/baccalaureat-genie-aerospatial,1,738518 +"9183","9 crédits","","",2024-10-17 04:32:25.188,2024-11-02 01:50:20.409,Microprogramme de 2e cycle en entrepreneuriat scientifique et technologique,https://www.etsmtl.ca/programmes-formations/microprogramme-2e-cycle-entrepreneuriat-scientifique-technologique,2,391265 +"9038","15 crédits","","",2024-10-17 04:32:25.189,2024-11-02 01:50:20.409,Programme court de 2e cycle en entreprise numérique,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-entreprise-numerique,2,183126 +"0857","15 crédits","","",2024-10-17 04:32:25.190,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie de la construction : gestion réglementaire,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-genie-construction-gestion-reglementaire,2,183106 +"0858","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie de la construction : hydraulique environnementale,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-genie-construction-hydraulique-environnementale,2,183116 +"0561","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie électrique : télécommunications et microélectronique,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-genie-electrique-telecommunications-microelectronique,2,183216 +"3235, 1560","45 crédits","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Maîtrise en génie aérospatial,https://www.etsmtl.ca/programmes-formations/maitrise-genie-aerospatial,2,183538 +"7625","118 crédits de cours (selon le profil d'accueil) et 27 crédits de stage (hors programme, obligatoires)","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Baccalauréat en génie de la construction,https://www.etsmtl.ca/programmes-formations/baccalaureat-genie-construction,1,182816 +"6557","118 ou 119 crédits de cours (selon le profil d'accueil) et 27 crédits de stage (hors programme, obligatoires)","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Baccalauréat en génie de la production automatisée,https://www.etsmtl.ca/programmes-formations/baccalaureat-genie-production-automatisee,1,182896 +"4288","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,Certificat en télécommunications,https://www.etsmtl.ca/programmes-formations/certificat-telecommunications,1,182992 +"3014","90 crédits, soit 15 crédits de scolarité et 75 crédits de thèse","","",2024-10-17 04:32:25.185,2024-11-02 01:50:20.409,Doctorat en génie,https://www.etsmtl.ca/programmes-formations/doctorat-genie-ets,3,183738 +"1560","45 crédits","","",2024-10-17 04:32:25.188,2024-11-02 01:50:20.409,"Maîtrise en génie, concentration personnalisée",https://www.etsmtl.ca/programmes-formations/maitrise-genie-concentration-personnalisee,2,183710 +"1682","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en génie des risques de santé et sécurité du travail,https://www.etsmtl.ca/programmes-formations/dess-genie-risques-sante-securite-travail,2,183424 +"3209","30 crédits","","",2024-10-17 04:32:25.184,2024-11-02 01:50:20.408,DESS en génie de la production automatisée : intégration et automatisation des systèmes,https://www.etsmtl.ca/programmes-formations/dess-genie-production-automatisee-integration-automatisation,2,183404 +"0854","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie de la construction : projets de réhabilitation,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-genie-construction-projets-rehabilitation,2,183136 +"9081","15 crédits","","",2024-10-17 04:32:25.192,2024-11-02 01:50:20.409,Programme court de 2e cycle en ingénierie financière,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-ingenierie-financiere,2,183276 +"0682","15 crédits","","",2024-10-17 04:32:25.191,2024-11-02 01:50:20.409,Programme court de 2e cycle en génie des risques de santé et sécurité du travail,https://www.etsmtl.ca/programmes-formations/programme-court-2e-cycle-risques-sante-securite-travail,2,183176 diff --git a/notebook/data/ProgramCourse.csv b/notebook/data/ProgramCourse.csv new file mode 100644 index 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01:50:22.292,2024-11-02 01:50:22.292,1,787886,183306,"" +2024-11-02 01:50:22.297,2024-11-02 01:50:22.297,1,352702,183306,"" +2024-11-02 01:50:22.303,2024-11-02 01:50:22.303,1,353250,183306,"" +2024-11-02 01:50:22.308,2024-11-02 01:50:22.308,1,353280,183306,"" +2024-11-02 01:50:22.314,2024-11-02 01:50:22.314,1,353282,183306,"" +2024-11-02 01:50:22.322,2024-11-02 01:50:22.322,1,353284,183306,"" +2024-11-02 01:50:22.330,2024-11-02 01:50:22.330,1,353286,183306,"" +2024-11-02 01:50:22.335,2024-11-02 01:50:22.335,1,353288,183306,"" +2024-11-02 01:50:22.341,2024-11-02 01:50:22.341,1,353290,183306,"" +2024-11-02 01:50:22.345,2024-11-02 01:50:22.345,1,353292,183306,"" +2024-11-02 01:50:22.350,2024-11-02 01:50:22.350,1,353740,183306,"" +2024-11-02 01:50:22.356,2024-11-02 01:50:22.356,1,353742,183306,"" +2024-11-02 01:50:22.366,2024-11-02 01:50:22.366,1,353744,183306,"" +2024-11-02 01:50:22.375,2024-11-02 01:50:22.375,1,349682,183000,TRONC +2024-11-02 01:50:22.379,2024-11-02 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01:50:26.862,2024-11-02 01:50:26.862,1,353536,183176,"" +2024-11-02 01:50:26.866,2024-11-02 01:50:26.866,1,353538,183176,"" diff --git a/notebook/data/ProgramType.csv b/notebook/data/ProgramType.csv new file mode 100644 index 0000000..af0bd1a --- /dev/null +++ b/notebook/data/ProgramType.csv @@ -0,0 +1,11 @@ +"id","title" +697435,Maîtrise avec projet +738239,Microprogramme +697451,Maîtrise avec mémoire +915770,Concentration en technologies de la santé +697388,Doctorat +700093,Programme court +700092,Certificat +700095,DESS +700094,Cheminement universitaire en technologie (CUT) +699771,Baccalauréat diff --git a/notebook/data_exploration.ipynb b/notebook/data_exploration.ipynb new file mode 100644 index 0000000..a33f58c --- /dev/null +++ b/notebook/data_exploration.ipynb @@ -0,0 +1,100907 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Install necessary packages" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: pip in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (24.2)\n", + "Collecting pip\n", + " Using cached pip-24.3.1-py3-none-any.whl.metadata (3.7 kB)\n", + "Using cached pip-24.3.1-py3-none-any.whl (1.8 MB)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~cikit-learn (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~rpcio (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n", + "\n", + "[notice] A new release of pip is available: 24.2 -> 24.3.1\n", + "[notice] To update, run: python.exe -m pip install --upgrade pip\n", + "ERROR: To modify pip, please run the following command:\n", + "C:\\Program Files\\Python312\\python.exe -m pip install --upgrade pip\n" + ] + } + ], + "source": [ + "!pip install --upgrade pip" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: torch in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (2.5.1)\n", + "Requirement already satisfied: numpy==1.26 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (1.26.0)\n", + "Requirement already satisfied: pandas in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (2.2.3)\n", + "Requirement already satisfied: scikit-learn in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (1.5.2)\n", + "Requirement already satisfied: plotly in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (5.24.1)\n", + "Requirement already satisfied: nltk in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (3.9.1)\n", + "Requirement already satisfied: transformers==4.46.3 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (4.46.3)\n", + "Collecting tokenizers==0.19\n", + " Using cached tokenizers-0.19.0-cp312-none-win_amd64.whl.metadata (6.9 kB)\n", + "Requirement already satisfied: sentence-transformers in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (3.3.1)\n", + "Requirement already satisfied: einops in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (0.8.0)\n", + "Requirement already satisfied: datasets in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (3.1.0)\n", + "Requirement already satisfied: gradio in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (5.7.1)\n", + "Requirement already satisfied: networkx in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (3.4.2)\n", + "Requirement already satisfied: umap-learn in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (0.5.7)\n", + "Requirement already satisfied: ipywidgets in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (8.1.5)\n", + "Requirement already satisfied: filelock in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (3.15.4)\n", + "Requirement already satisfied: huggingface-hub<1.0,>=0.23.2 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (0.26.3)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (24.1)\n", + "Requirement already satisfied: pyyaml>=5.1 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (6.0.1)\n", + "Requirement already satisfied: regex!=2019.12.17 in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (2024.5.15)\n", + "Requirement already satisfied: requests in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (from transformers==4.46.3) (2.32.3)\n", + "INFO: pip is looking at multiple versions of transformers to determine which version is compatible with other requirements. This could take a while.\n", + "Collecting transformers==4.46.3\n", + " Using cached transformers-4.46.3-py3-none-any.whl.metadata (44 kB)\n", + "\n", + "The conflict is caused by:\n", + " The user requested tokenizers==0.19\n", + " transformers 4.46.3 depends on tokenizers<0.21 and >=0.20\n", + " The user requested tokenizers==0.19\n", + " transformers 4.46.3 depends on tokenizers<0.21 and >=0.20\n", + "\n", + "To fix this you could try to:\n", + "1. loosen the range of package versions you've specified\n", + "2. remove package versions to allow pip to attempt to solve the dependency conflict\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~cikit-learn (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~rpcio (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n", + "ERROR: Cannot install tokenizers==0.19 and transformers==4.46.3 because these package versions have conflicting dependencies.\n", + "\n", + "[notice] A new release of pip is available: 24.2 -> 24.3.1\n", + "[notice] To update, run: python.exe -m pip install --upgrade pip\n", + "ERROR: ResolutionImpossible: for help visit https://pip.pypa.io/en/latest/topics/dependency-resolution/#dealing-with-dependency-conflicts\n" + ] + } + ], + "source": [ + "!pip install -U torch numpy==1.26 pandas scikit-learn plotly nltk transformers==4.46.3 tokenizers==0.19 sentence-transformers einops datasets gradio networkx umap-learn ipywidgets" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Import Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the program embeddings\n", + "fig = px.scatter(\n", + " program_df,\n", + " color='title',\n", + " x='pca-one-program',\n", + " y='pca-two-program',\n", + " hover_data=['title'],\n", + " title='Program Embeddings PCA'\n", + ")\n", + "fig.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualize Program Embeddings using t-SNE" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "tsne = TSNE(n_components=2, perplexity=30, max_iter=1000, random_state=42)\n", + "program_tsne_result = tsne.fit_transform(program_embeddings)\n", + "program_df['tsne-one-program'] = program_tsne_result[:, 0]\n", + "program_df['tsne-two-program'] = program_tsne_result[:, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "customdata": [ + [ + "Programme court de 2e cycle en génie de l'environnement" + ] + ], + "hovertemplate": "title=%{customdata[0]}
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+ }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Program Embeddings t-SNE" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "tsne-one-program" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "tsne-two-program" + } + } + } + }, + "text/html": [ + "
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1]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "customdata": [ + [ + "Programme court de 2e cycle en génie de l'environnement" + ], + [ + "Programme court de 2e cycle en génie de la production automatisée : intégration et automatisation des systèmes" + ], + [ + "Programme court de 2e cycle en gestion de l’innovation" + ], + [ + "DESS en projets internationaux et ingénierie globale" + ], + [ + "Baccalauréat en informatique distribuée" + ], + [ + "Maîtrise en conception et gestion de projets d’ingénierie canadiens" + ], + [ + "Baccalauréat en génie électrique" + ], + [ + "Programme court de 2e cycle en gestion de projets d'ingénierie" + ], + [ + "Année préparatoire" + ], + [ + "Maîtrise en génie électrique" + ], + [ + "Programme court de 2e cycle en affaires juridiques pour l'ingénieur" + ], + [ + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the UMAP projection results\n", + "fig = px.scatter(\n", + " program_df,\n", + " x='umap-one-program',\n", + " y='umap-two-program',\n", + " hover_data=['title'],\n", + " title='Program Embeddings UMAP Projection'\n", + ")\n", + "fig.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate Embeddings for Courses" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# List of columns to include\n", + "columns_to_include = [\n", + " 'code', 'title', 'description', 'cycle', 'credits'\n", + "]\n", + "\n", + "# Ensure all columns are strings and handle NaN values\n", + "for col in columns_to_include:\n", + " course_df[col] = course_df[col].astype(str).fillna('')\n", + "\n", + "# Concatenate the columns into a single string for each program\n", + "course_texts = course_df[columns_to_include].apply(lambda x: ' '.join(x), axis=1)\n", + "\n", + "# Generate embeddings for the combined texts\n", + "course_embeddings = generate_embeddings(course_texts.tolist(), tokenizer, model)\n", + "\n", + "# Add embeddings to program_df\n", + "course_df['vector'] = list(course_embeddings)\n", + "\n", + "vectors = np.stack(course_df['vector'].values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualize Course Embeddings using PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "pca = PCA(n_components=2, random_state=42)\n", + "course_pca_result = pca.fit_transform(course_embeddings)\n", + "course_df['pca-one-course'] = course_pca_result[:, 0]\n", + "course_df['pca-two-course'] = course_pca_result[:, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "customdata": [ + [ + "Academic Integrity : Concepts and Techniques" + ] + ], + "hovertemplate": "title=%{customdata[0]}
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the course embeddings using UMAP results\n", + "fig = px.scatter(\n", + " course_df,\n", + " x='umap-one-course',\n", + " y='umap-two-course',\n", + " color='title',\n", + " hover_data=['title'],\n", + " title='Course Embeddings UMAP Projection'\n", + ")\n", + "fig.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Connect the Programs and Courses using Embeddings" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# Ensure consistent data types for merge keys\n", + "program_course_df['courseId'] = program_course_df['courseId'].astype(str)\n", + "course_df['id'] = course_df['id'].astype(str)\n", + "\n", + "program_course_df['programId'] = program_course_df['programId'].astype(str)\n", + "program_df['id'] = program_df['id'].astype(str)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Columns after merging program_course_df and program_df:\n", + "['createdAt_program_course', 'updatedAt_program_course', 'typicalSessionIndex', 'courseId', 'programId', 'type', 'code', 'credits', 'horaireCoursPdfJson', 'planificationPdfJson', 'createdAt_program', 'updatedAt_program', 'title', 'url', 'cycle', 'id', 'vector', 'pca-one-program', 'pca-two-program', 'tsne-one-program', 'tsne-two-program', 'umap-one-program', 'umap-two-program']\n" + ] + } + ], + "source": [ + "# Merge DataFrames with suffixes to differentiate columns\n", + "combined_df = pd.merge(\n", + " program_course_df,\n", + " program_df,\n", + " left_on='programId',\n", + " right_on='id',\n", + " how='left',\n", + " suffixes=('_program_course', '_program')\n", + ")\n", + "\n", + "# Print columns after first merge\n", + "print(\"Columns after merging program_course_df and program_df:\")\n", + "print(combined_df.columns.tolist())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Columns after merging with course_df:\n", + "['createdAt_program_course', 'updatedAt_program_course', 'typicalSessionIndex', 'courseId', 'programId', 'type', 'code', 'credits', 'horaireCoursPdfJson', 'planificationPdfJson', 'createdAt_program', 'updatedAt_program', 'title', 'url', 'cycle', 'id', 'vector', 'pca-one-program', 'pca-two-program', 'tsne-one-program', 'tsne-two-program', 'umap-one-program', 'umap-two-program', 'code_course', 'title_course', 'description', 'credits_course', 'createdAt', 'updatedAt', 'id_course', 'cycle_course', 'vector_course', 'pca-one-course', 'pca-two-course', 'tsne-one-course', 'tsne-two-course', 'umap-one-course', 'umap-two-course']\n" + ] + } + ], + "source": [ + "\n", + "# Merge with course_df\n", + "combined_df = pd.merge(\n", + " combined_df,\n", + " course_df,\n", + " left_on='courseId',\n", + " right_on='id',\n", + " how='left',\n", + " suffixes=('', '_course')\n", + ")\n", + "\n", + "# Print columns after second merge\n", + "print(\"Columns after merging with course_df:\")\n", + "print(combined_df.columns.tolist())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Optional: Rename columns for clarity\n", + "combined_df.rename(columns={\n", + " 'title': 'title_program',\n", + " 'code': 'code_program',\n", + " 'cycle': 'cycle_program',\n", + " 'credits': 'credits_program',\n", + " 'horaireCoursPdfJson': 'horaireCoursPdfJson_program',\n", + " 'title_course': 'title_course',\n", + " 'code_course': 'code_course',\n", + " 'cycle_course': 'cycle_course',\n", + " 'credits_course': 'credits_course',\n", + " 'description': 'description_course'\n", + "}, inplace=True)\n", + "\n", + "# Updated list of columns to include in the combined text\n", + "columns_to_include = [\n", + " 'programId', 'courseId', 'type',\n", + " 'title_program', 'code_program', 'cycle_program', 'credits_program', 'horaireCoursPdfJson_program',\n", + " 'title_course', 'code_course', 'cycle_course', 'credits_course', 'description_course'\n", + "]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "# Ensure all columns are strings and handle NaN values\n", + "for col in columns_to_include:\n", + " combined_df[col] = combined_df[col].astype(str).fillna('')\n", + "\n", + "# Concatenate the columns into a single string for each record\n", + "combined_texts = combined_df[columns_to_include].apply(lambda x: ' '.join(x), axis=1)\n", + "\n", + "# Generate embeddings for the combined texts\n", + "combined_embeddings = generate_embeddings(combined_texts.tolist(), tokenizer, model)\n", + "\n", + "# Add embeddings to combined_df\n", + "combined_df['vector'] = list(combined_embeddings)\n" + ] + }, + { + "cell_type": "code", + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Check the number of unique programs\n", + "num_unique_programs = combined_df['title_program'].nunique()\n", + "print(f\"Number of unique programs: {num_unique_programs}\")\n", + "\n", + "# Initialize UMAP with desired parameters\n", + "umap_projection = umap.UMAP(n_components=2, n_neighbors=15, min_dist=0.1)\n", + "\n", + "# Fit and transform the combined embeddings\n", + "combined_umap_result = umap_projection.fit_transform(combined_embeddings)\n", + "\n", + "# Add UMAP results to the DataFrame\n", + "combined_df['umap-one-combined'] = combined_umap_result[:, 0]\n", + "combined_df['umap-two-combined'] = combined_umap_result[:, 1]\n", + "\n", + "# Plot the combined embeddings using UMAP\n", + "fig = px.scatter(\n", + " combined_df,\n", + " x='umap-one-combined',\n", + " y='umap-two-combined',\n", + " color='title_program',\n", + " hover_data=['title_program', 'title_course'],\n", + " title='Combined Embeddings UMAP Colored by Program'\n", + ")\n", + "fig.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Implement KNN to Find Similar Courses" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "knn = NearestNeighbors(metric='cosine', algorithm='brute')\n", + "knn.fit(vectors)\n", + "\n", + "def find_similar_courses(index, n_neighbors=5):\n", + " course_embedding = vectors[index].reshape(1, -1)\n", + " distances, indices = knn.kneighbors(course_embedding, n_neighbors=n_neighbors+1)\n", + " similar_courses = []\n", + " for i in range(1, len(indices[0])):\n", + " idx = indices[0][i]\n", + " similar_courses.append({\n", + " 'course_id': course_df.iloc[idx]['id'],\n", + " 'title': course_df.iloc[idx]['title'],\n", + " 'cycle': course_df.iloc[idx]['cycle'],\n", + " 'distance': distances[0][i]\n", + " })\n", + " \n", + " return similar_courses\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Courses similar to 'Analytiques des données massives' in cycle '2 (ID: Ce cours présente les concepts pour effectuer une analyse statistique de très grands ensembles de données qui ne tiennent pas sur un seul ordinateur. Ce cours vous permettra développer vos connaissances en analyse de données massives et améliorerez vos compétences en programmation et en mathématiques. Vous apprendrez à utiliser des outils analytiques essentiels pour l’analyse statistique des données massives. Plusieurs problèmes applicatifs seront étudiés et différentes...):\n", + "- Introduction à l’analyse des mégadonnées (Cycle: 1, Description: 352303, Distance: 0.1476)\n", + "- Informatique et statistiques appliquées (Cycle: 1, Description: 352663, Distance: 0.2334)\n", + "- Analyse de données et systèmes prédictifs (Cycle: 2, Description: 350753, Distance: 0.2339)\n", + "- Rapport technique II (Cycle: 2, Description: 353376, Distance: 0.2562)\n", + "- Technologies, systèmes et applications vidéo (Cycle: 2, Description: 686470, Distance: 0.2614)\n" + ] + } + ], + "source": [ + "# Example usage\n", + "index_to_query = 2\n", + "similar_courses = find_similar_courses(index_to_query, n_neighbors=5)\n", + "\n", + "queried_course = course_df.iloc[index_to_query]\n", + "print(f\"Courses similar to '{queried_course['title']}' in cycle '{queried_course['cycle']} (ID: {queried_course['description']}):\")\n", + "for course in similar_courses:\n", + " print(f\"- {course['title']} (Cycle: {course['cycle']}, Description: {course['course_id']}, Distance: {course['distance']:.4f})\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Recommandation" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# Extract embeddings from combined_df\n", + "combined_vectors = np.stack(combined_df['vector'].values)\n", + "\n", + "# Initialize KNN with cosine distance\n", + "knn_combined = NearestNeighbors(metric='cosine', algorithm='brute')\n", + "\n", + "# Fit KNN on combined embeddings\n", + "knn_combined.fit(combined_vectors)\n", + "\n", + "def find_similar_combinations(index, n_neighbors=5):\n", + " \"\"\"\n", + " Find similar program-course combinations based on embeddings.\n", + "\n", + " Parameters:\n", + " - index (int): Index of the record in combined_df to query.\n", + " - n_neighbors (int): Number of similar combinations to retrieve.\n", + "\n", + " Returns:\n", + " - List of dictionaries containing details of similar combinations.\n", + " \"\"\"\n", + " # Validate the index\n", + " if index < 0 or index >= len(combined_df):\n", + " raise IndexError(\"Index out of bounds for combined_df.\")\n", + "\n", + " # Get the embedding for the specified index\n", + " combination_embedding = combined_vectors[index].reshape(1, -1)\n", + "\n", + " # Find nearest neighbors (including the query itself)\n", + " distances, indices = knn_combined.kneighbors(combination_embedding, n_neighbors=n_neighbors + 1)\n", + "\n", + " similar_combinations = []\n", + " for i in range(1, len(indices[0])): # Start from 1 to exclude the query itself\n", + " idx = indices[0][i]\n", + " similar_combinations.append({\n", + " 'program_id': combined_df.iloc[idx]['programId'],\n", + " 'program_title': combined_df.iloc[idx]['title_program'],\n", + " 'course_id': combined_df.iloc[idx]['courseId'],\n", + " 'course_title': combined_df.iloc[idx]['title_course'],\n", + " 'cycle': combined_df.iloc[idx]['cycle_course'],\n", + " 'distance': distances[0][i]\n", + " })\n", + " return similar_combinations\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Program-Course combinations similar to 'Certificat en gestion immobilière' program and 'Gestion des actifs immobiliers' course in cycle '1' (Program ID: 182976, Course ID: 352245):\n", + "\n", + "- Program: Programme court en gestion immobilière (ID: 183016), Course: Gestion des actifs immobiliers (ID: 352245), Cycle: 1, Distance: 0.0194\n", + "- Program: Programme court en gestion immobilière (ID: 183016), Course: Fondements et immobilier (ID: 352233), Cycle: 1, Distance: 0.0962\n", + "- Program: Certificat en gestion immobilière (ID: 182976), Course: Gestion du personnel et relations industrielles (ID: 351827), Cycle: 1, Distance: 0.1186\n", + "- Program: Programme court en gestion immobilière (ID: 183016), Course: Gestion du personnel et relations industrielles (ID: 351827), Cycle: 1, Distance: 0.1303\n", + "- Program: Programme court en gestion immobilière (ID: 183016), Course: Planification et contrôle de projets (ID: 351065), Cycle: 1, Distance: 0.1361\n" + ] + } + ], + "source": [ + "# Example usage\n", + "index_to_query = 2 # Change this index based on your data\n", + "\n", + "try:\n", + " # Find similar program-course combinations\n", + " similar_combinations = find_similar_combinations(index_to_query, n_neighbors=5)\n", + "\n", + " # Get details of the queried combination\n", + " queried_combination = combined_df.iloc[index_to_query]\n", + "\n", + " print(f\"Program-Course combinations similar to '{queried_combination['title_program']}' \"\n", + " f\"program and '{queried_combination['title_course']}' course \"\n", + " f\"in cycle '{queried_combination['cycle_course']}' (Program ID: {queried_combination['programId']}, \"\n", + " f\"Course ID: {queried_combination['courseId']}):\\n\")\n", + "\n", + " for combo in similar_combinations:\n", + " print(f\"- Program: {combo['program_title']} (ID: {combo['program_id']}), \"\n", + " f\"Course: {combo['course_title']} (ID: {combo['course_id']}), \"\n", + " f\"Cycle: {combo['cycle']}, Distance: {combo['distance']:.4f}\")\n", + "except IndexError as e:\n", + " print(f\"Error: {e}\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# One program recommandation of courses" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "def tokenize_sentences(text):\n", + " \"\"\"\n", + " Tokenizes the input text into sentences using NLTK's sent_tokenize for French.\n", + " \"\"\"\n", + " sentences = sent_tokenize(text, language='french')\n", + " return ' '.join(sentences)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "def preprocess_text_input(text):\n", + " \"\"\"\n", + " Preprocesses the input text by removing stopwords and tokenizing.\n", + " \"\"\"\n", + " sentences = tokenize_sentences(text)\n", + " preprocessed = preprocess_text(sentences)\n", + " return preprocessed\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "def embed_text(text):\n", + " \"\"\"\n", + " Generates embedding for a single piece of text.\n", + " \"\"\"\n", + " model.eval()\n", + " with torch.no_grad():\n", + " tokens = tokenizer(text, return_tensors='pt', padding=True, truncation=True, max_length=512)\n", + " device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", + " model.to(device)\n", + " tokens = {k: v.to(device) for k, v in tokens.items()}\n", + " outputs = model(**tokens)\n", + " embedding = outputs.last_hidden_state.mean(dim=1).cpu().numpy()\n", + " return embedding" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def find_similar_combinations_within_program(program_id, text_input=None, n_neighbors=5):\n", + " \"\"\"\n", + " Find similar program-course combinations within a specific program based on an optional text input.\n", + "\n", + " Parameters:\n", + " - program_id (str): Identifier of the program to restrict the search.\n", + " - text_input (str): Optional text input to base similarity on.\n", + " - n_neighbors (int): Number of similar combinations to retrieve.\n", + "\n", + " Returns:\n", + " - List of dictionaries containing details of similar combinations.\n", + " \"\"\"\n", + " # Step 1: Filter the DataFrame to include only the specified program\n", + " program_subset = combined_df[combined_df['programId'] == program_id]\n", + "\n", + " if program_subset.empty:\n", + " raise ValueError(f\"No data found for program ID: {program_id}\")\n", + "\n", + " # Step 2: Extract embeddings for the subset\n", + " subset_vectors = np.stack(program_subset['vector'].values)\n", + "\n", + " # Step 3: Initialize and fit KNN on the subset\n", + " knn_program = NearestNeighbors(metric='cosine', algorithm='brute')\n", + " knn_program.fit(subset_vectors)\n", + "\n", + " # Step 4: Handle text input (if provided)\n", + " if text_input:\n", + " # Preprocess and embed the input text\n", + " preprocessed_text = preprocess_text_input(text_input)\n", + " input_embedding = embed_text(preprocessed_text)\n", + " else:\n", + " # If no text input, default to the first combination in the subset\n", + " input_embedding = subset_vectors[0].reshape(1, -1)\n", + "\n", + " # Step 5: Perform KNN search\n", + " distances, indices = knn_program.kneighbors(input_embedding, n_neighbors=n_neighbors + 1)\n", + "\n", + " # Step 6: Compile similar combinations (excluding the query itself)\n", + " similar_combinations = []\n", + " for i in range(1, len(indices[0])): # Start from 1 to exclude the query itself\n", + " idx = indices[0][i]\n", + " combo = program_subset.iloc[idx]\n", + " similar_combinations.append({\n", + " 'program_id': combo['programId'],\n", + " 'program_title': combo['title_program'],\n", + " 'course_id': combo['courseId'],\n", + " 'course_title': combo['title_course'],\n", + " 'cycle': combo['cycle_course'],\n", + " 'distance': distances[0][i]\n", + " })\n", + "\n", + " return similar_combinations" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "def visualize_similar_combinations_within_program(program_id, text_input=None, n_neighbors=5):\n", + " try:\n", + " # Find similar combinations\n", + " similar_combinations = find_similar_combinations_within_program(\n", + " program_id=program_id,\n", + " text_input=text_input,\n", + " n_neighbors=n_neighbors\n", + " )\n", + "\n", + " # Get the course IDs of similar combinations\n", + " similar_course_ids = [combo['course_id'] for combo in similar_combinations]\n", + "\n", + " # Filter the DataFrame for the specified program\n", + " program_subset = combined_df[combined_df['programId'] == program_id]\n", + "\n", + " # Create the base t-SNE scatter plot\n", + " fig = px.scatter(\n", + " program_subset,\n", + " x='tsne-one-combined',\n", + " y='tsne-two-combined',\n", + " color='title_program',\n", + " hover_data=['title_course'],\n", + " title=f\"'{program_id}' Embeddings with Similar Courses Highlighted\",\n", + " labels={\n", + " 'tsne-one-combined': 't-SNE Dimension 1',\n", + " 'tsne-two-combined': 't-SNE Dimension 2'\n", + " }\n", + " )\n", + "\n", + " # Highlight similar courses\n", + " similar_df = program_subset[program_subset['courseId'].isin(similar_course_ids)]\n", + " fig.add_trace(\n", + " px.scatter(\n", + " similar_df,\n", + " x='tsne-one-combined',\n", + " y='tsne-two-combined',\n", + " hover_data=['title_course']\n", + " ).data[0]\n", + " )\n", + "\n", + " fig.show()\n", + " except (IndexError, ValueError) as e:\n", + " print(f\"Error: {e}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# Example usage\n", + "program_id_to_query = '182912'\n", + "text_input = \"histoire\"" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Program-Course combinations within program 'Baccalauréat en génie des technologies de l'information' similar to the input text:\n", + "\n", + "- Course: Sujets émergents en technologie de l'information (ID: 352127), Cycle: 1, Distance: 0.5937\n", + "- Course: Encadrement de la profession et éthique professionnelle (ID: 353396), Cycle: 1, Distance: 0.5969\n", + "- Course: Intégrité intellectuelle (ID: 349682), Cycle: 1, Distance: 0.6008\n", + "- Course: Sujets émergents en génie logiciel (ID: 352595), Cycle: 1, Distance: 0.6044\n", + "- Course: Conception orientée objet (ID: 352405), Cycle: 1, Distance: 0.6077\n" + ] + }, + { + "data": { + 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+ }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "'182912' Embeddings with Similar Courses Highlighted" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "t-SNE Dimension 1" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "t-SNE Dimension 2" + } + } + } + }, + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "try:\n", + " similar_combinations = find_similar_combinations_within_program(\n", + " program_id=program_id_to_query,\n", + " text_input=text_input,\n", + " n_neighbors=5\n", + " )\n", + "\n", + " queried_program = combined_df[combined_df['programId'] == program_id_to_query].iloc[0]\n", + "\n", + " print(f\"Program-Course combinations within program '{queried_program['title_program']}' similar to the input text:\\n\")\n", + "\n", + " for combo in similar_combinations:\n", + " print(f\"- Course: {combo['course_title']} (ID: {combo['course_id']}), \"\n", + " f\"Cycle: {combo['cycle']}, Distance: {combo['distance']:.4f}\")\n", + " \n", + " # Optional: Visualize the results\n", + " visualize_similar_combinations_within_program(program_id_to_query, text_input, n_neighbors=5)\n", + "except (IndexError, ValueError) as e:\n", + " print(f\"Error: {e}\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebook/data_science.ipynb b/notebook/data_science.ipynb new file mode 100644 index 0000000..1ee24d6 --- /dev/null +++ b/notebook/data_science.ipynb @@ -0,0 +1,7229 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Install necessary packages" + ] + }, + { + "cell_type": "code", + "execution_count": 266, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: pip in c:\\users\\antoi\\appdata\\roaming\\python\\python312\\site-packages (24.2)\n", + "Collecting pip\n", + " Using cached pip-24.3.1-py3-none-any.whl.metadata (3.7 kB)\n", + "Using cached pip-24.3.1-py3-none-any.whl (1.8 MB)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Ignoring invalid distribution ~cikit-learn (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n", + "WARNING: Ignoring invalid distribution ~rpcio (C:\\Users\\antoi\\AppData\\Roaming\\Python\\Python312\\site-packages)\n", + "\n", + "[notice] A new release of pip is available: 24.2 -> 24.3.1\n", + "[notice] To update, run: python.exe -m pip install --upgrade pip\n", + "ERROR: To modify pip, please run the following command:\n", + "C:\\Program Files\\Python312\\python.exe -m pip install --upgrade pip\n" + ] + } + ], + "source": [ + "!pip install --upgrade pip" + ] + }, + { + "cell_type": "code", + "execution_count": 267, + "metadata": {}, + "outputs": [ + { + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# seperate the embeddings into 15 different clusters using sklearn.cluster.KMeans\n", + "from sklearn.cluster import KMeans\n", + "import umap\n", + "\n", + "kmeans = KMeans(n_clusters=15, random_state=0).fit(embeddings)\n", + "program_df['cluster'] = kmeans.labels_\n", + "\n", + "# do a PCA on the embeddings\n", + "pca = PCA(n_components=2)\n", + "pca_result = pca.fit_transform(embeddings)\n", + "program_df['pca_x'] = pca_result[:, 0]\n", + "program_df['pca_y'] = pca_result[:, 1]\n", + "\n", + "# do a t-SNE on the embeddings\n", + "tsne = TSNE(n_components=2, perplexity=30, random_state=0)\n", + "tsne_result = tsne.fit_transform(embeddings)\n", + "program_df['t-SNE_1'] = tsne_result[:, 0]\n", + "program_df['t-SNE_2'] = tsne_result[:, 1]\n", + "\n", + "# do a UMAP on the embeddings\n", + "umap = umap.UMAP(n_components=2, random_state=0)\n", + "umap_result = umap.fit_transform(embeddings)\n", + "program_df['UMAP_1'] = umap_result[:, 0]\n", + "program_df['UMAP_2'] = umap_result[:, 1]\n", + "\n", + "# plot the embeddings\n", + "fig = px.scatter(program_df, x='pca_x', y='pca_y', color='cluster', hover_data=['title', 'code', 'cycle', 'url', 'id'])\n", + "fig.update_layout(title='Program Embeddings', xaxis_title='PCA 1', yaxis_title='PCA 2')\n", + "fig.show()\n", + "\n", + "# plot the embeddings\n", + "fig = px.scatter(program_df, x='t-SNE_1', y='t-SNE_2', color='cluster', hover_data=['title', 'code', 'cycle', 'url', 'id'])\n", + "fig.update_layout(title='Program Embeddings', xaxis_title='t-SNE 1', yaxis_title='t-SNE 2')\n", + "fig.show()\n", + "\n", + "# plot the embeddings\n", + "fig = px.scatter(program_df, x='UMAP_1', y='UMAP_2', color='cluster', hover_data=['title', 'code', 'cycle', 'url', 'id'])\n", + "fig.update_layout(title='Program Embeddings', xaxis_title='UMAP 1', yaxis_title='UMAP 2')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebook/requirements.txt b/notebook/requirements.txt new file mode 100644 index 0000000..ec80cfe --- /dev/null +++ b/notebook/requirements.txt @@ -0,0 +1,14 @@ +torch +numpy==1.26 +pandas +scikit-learn +plotly +nltk +transformers==4.46.3 +sentence-transformers +einops +datasets +gradio +networkx +umap-learn +ipywidgets \ No newline at end of file diff --git a/notebook/scripts/clustering.py b/notebook/scripts/clustering.py new file mode 100644 index 0000000..75385d3 --- /dev/null +++ b/notebook/scripts/clustering.py @@ -0,0 +1,9 @@ +from sklearn.cluster import KMeans +from sklearn.metrics import silhouette_score + +def evaluate_clustering(embeddings, n_clusters=5): + kmeans = KMeans(n_clusters=n_clusters, random_state=42) + labels = kmeans.fit_predict(embeddings) + silhouette_avg = silhouette_score(embeddings, labels) + inertia = kmeans.inertia_ + return labels, silhouette_avg, inertia diff --git a/notebook/scripts/embedding_generator.py b/notebook/scripts/embedding_generator.py new file mode 100644 index 0000000..edc8bc9 --- /dev/null +++ b/notebook/scripts/embedding_generator.py @@ -0,0 +1,29 @@ +import torch +import time + +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + +def generate_embeddings(texts, model, tokenizer, batch_size=32): + """ + Generate embeddings using the encoder of a T5 model. + Returns embeddings and time taken in seconds. + """ + model.to(device) + model.eval() + embeddings = [] + start_time = time.time() + + with torch.no_grad(): + for i in range(0, len(texts), batch_size): + batch_texts = texts[i:i+batch_size] + tokens = tokenizer(batch_texts, return_tensors='pt', padding=True, truncation=True, max_length=512) + tokens = {k: v.to(device) for k, v in tokens.items()} + + # Use the encoder of T5 + encoder_outputs = model.encoder(input_ids=tokens['input_ids'], attention_mask=tokens['attention_mask']) + batch_embeddings = encoder_outputs.last_hidden_state.mean(dim=1) # Mean pooling + embeddings.append(batch_embeddings.cpu()) + + embeddings = torch.cat(embeddings, dim=0).numpy() + time_taken = time.time() - start_time + return embeddings, time_taken diff --git a/notebook/scripts/model_loader.py b/notebook/scripts/model_loader.py new file mode 100644 index 0000000..537cf70 --- /dev/null +++ b/notebook/scripts/model_loader.py @@ -0,0 +1,55 @@ +from transformers import AutoTokenizer, AutoModelForSeq2SeqLM, AutoModel + + + +def load_model_and_tokenizer(model_name): + """ + Load tokenizer and model based on the model type. + :param model_name: Name of the model + :return: tokenizer and model + """ + tokenizer = AutoTokenizer.from_pretrained(model_name) + if models_to_test_general[model_name] == "encoder": + model = AutoModel.from_pretrained(model_name) + else: + model = AutoModelForSeq2SeqLM.from_pretrained(model_name) + return tokenizer, model + +# Define general and French-specific models +models_to_test_general = { + # Encoder Models + "sentence-transformers/all-MiniLM-L6-v2": "encoder", + "sentence-transformers/all-distilroberta-v1": "encoder", + "sentence-transformers/all-MiniLM-L12-v2": "encoder", + "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2": "encoder", + "sentence-transformers/paraphrase-multilingual-mpnet-base-v2": "encoder", + "sentence-transformers/xlm-r-bert-base-nli-stsb-mean-tokens": "encoder", + "sentence-transformers/stsb-xlm-r-multilingual": "encoder", + "sentence-transformers/msmarco-distilbert-base-v2": "encoder", + "sentence-transformers/msmarco-bert-base-dot-v5": "encoder", + "sentence-transformers/all-mpnet-base-v2": "encoder", + "sentence-transformers/roberta-large-v1": "encoder", + "sentence-transformers/miniLM-L6": "encoder", + "sentence-transformers/miniLM-L3": "encoder", + "sentence-transformers/miniLM": "encoder", + + # Seq2Seq Models + "t5-small": "seq2seq", + "t5-base": "seq2seq", + "t5-large": "seq2seq", + "google/flan-t5-small": "seq2seq", + "google/flan-t5-base": "seq2seq", + "google/flan-t5-large": "seq2seq", +} + + +models_to_test_french = { + "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2": "encoder", + "sentence-transformers/paraphrase-multilingual-mpnet-base-v2": "encoder", + "sentence-transformers/xlm-r-bert-base-nli-stsb-mean-tokens": "encoder", + "sentence-transformers/stsb-xlm-r-multilingual": "encoder", + "t5-small": "seq2seq", + "t5-base": "seq2seq", + "google/flan-t5-small": "seq2seq", + "google/flan-t5-base": "seq2seq", +} diff --git a/notebook/scripts/preprocessing.py b/notebook/scripts/preprocessing.py new file mode 100644 index 0000000..551d5ec --- /dev/null +++ b/notebook/scripts/preprocessing.py @@ -0,0 +1,18 @@ +import nltk +import re +from nltk.corpus import stopwords +from nltk.tokenize import word_tokenize, sent_tokenize + +nltk.download('punkt') +nltk.download('stopwords') + +stop_words = set(stopwords.words('french')) + +def remove_stopwords(text): + words = word_tokenize(text.lower()) + filtered_words = [word for word in words if word.isalpha() and word not in stop_words] + return ' '.join(filtered_words) + +def preprocess_text(text): + text = re.sub(r'[^\w\s]', '', text.lower()) + return remove_stopwords(text) diff --git a/notebook/scripts/visualization.py b/notebook/scripts/visualization.py new file mode 100644 index 0000000..ba113c4 --- /dev/null +++ b/notebook/scripts/visualization.py @@ -0,0 +1,140 @@ +import plotly.express as px +from sklearn.decomposition import PCA +from sklearn.manifold import TSNE +import umap + +def visualize_embeddings(embeddings, labels, method='PCA'): + if method == 'PCA': + reducer = PCA(n_components=2) + elif method == 't-SNE': + reducer = TSNE(n_components=2, perplexity=30, n_iter=1000) + elif method == 'UMAP': + reducer = umap.UMAP(n_components=2, n_neighbors=15, min_dist=0.1) + else: + raise ValueError("Unsupported method") + + reduced = reducer.fit_transform(embeddings) + fig = px.scatter( + x=reduced[:, 0], + y=reduced[:, 1], + color=labels, + title=f"Embeddings Visualization - {method}" + ) + fig.show() + + +def visualize_embeddings_programs_type(embeddings, program_df, method='PCA'): + # Define a function to assign categories + def assign_category(title): + title = title.lower() + color_map = { + "logiciel": "blue", + "mécanique": "green", + "construction": "orange", + "information": "purple", + "production": "red", + "logistique": "yellow", + "électrique": "pink", + "santé": "brown", + "financière": "gray", + "télécom": "black", + "gestion": "cyan", + "environnement": "magenta", + "aérospatiale": "olive", + "expérience": "teal", + "interna": "navy", + "entreprenariat": "maroon", + "projet": "gold", + "génie": "silver", + "informatique": "indigo", + "aérospatial": "orchid", + } + + for category, color in color_map.items(): + if category in title: + return category + + return "Other" + + # Assign categories to the program DataFrame + program_df['category'] = program_df['title'].apply(assign_category) + + # Choose dimensionality reduction method + if method == 'PCA': + reducer = PCA(n_components=2) + elif method == 't-SNE': + reducer = TSNE(n_components=2, perplexity=30, n_iter=1000) + elif method == 'UMAP': + reducer = umap.UMAP(n_components=2, n_neighbors=15, min_dist=0.1) + else: + raise ValueError("Unsupported method") + + # Reduce embeddings to 2D + reduced = reducer.fit_transform(embeddings) + + # Create scatter plot + fig = px.scatter( + x=reduced[:, 0], + y=reduced[:, 1], + color=program_df['category'], + labels={'color': 'Category'}, + title=f"Embeddings Visualization - {method}", + hover_data={'Title': program_df['title']} + ) + + # Show the figure + fig.show() + +def visualize_embeddings_programs(embeddings, program_df, method='PCA'): + # Define a function to assign categories + def assign_category(title): + title = title.lower() + if "dess" in title: + return "DESS" + elif "micro" in title: + return "Microprogramme" + elif "certificat" in title: + return "Certificat" + elif "court" in title: + return "Programme court" + elif "bac" in title: + return "Baccalauréat" + elif "maîtrise" in title or "maitrise" in title: + return "Maîtrise" + elif "doc" in title: + return "Doctorat" + elif "Cheminement" in title: + return "Cheminement" + elif "Annee" in title: + return "Année" + else: + return "Other" + + # Assign categories to the program DataFrame + program_df['category'] = program_df['title'].apply(assign_category) + + # Choose dimensionality reduction method + if method == 'PCA': + reducer = PCA(n_components=2) + elif method == 't-SNE': + reducer = TSNE(n_components=2, perplexity=30, n_iter=1000) + elif method == 'UMAP': + reducer = umap.UMAP(n_components=2, n_neighbors=15, min_dist=0.1) + else: + raise ValueError("Unsupported method") + + # Reduce embeddings to 2D + reduced = reducer.fit_transform(embeddings) + + # Create scatter plot + fig = px.scatter( + x=reduced[:, 0], + y=reduced[:, 1], + color=program_df['category'], + labels={'color': 'Category'}, + title=f"Embeddings Visualization - {method}", + hover_data={'Title': program_df['title']} + ) + + # Show the figure + fig.show()