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Awesome AI List Guide

The guide of awesome list about AI ( a.k.a., artificial intelligence, machine learning, deep learning)

The list is in no particular order!!!

Pull requests are welcome!

English | 中文

Table of Contents

Tutorials

awesome-for-beginners: A list of awesome beginners-friendly projects.

Awesome production machine learning: A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

awesome-ai-infrastructures : Infrastructures™ for Machine Learning Training/Inference in Production.

Production-Level-Deep-Learning: A guideline for building practical production-level deep learning systems to be deployed in real world applications.

competition_baselines : Open competition's baseline

competition-baseline : Knowledge, code and ideas of data science competition

paper-reproduction-tutorials : The skill of reproducing papers and sharing PaddlePaddle outstanding projects

awesome-mlops : A curated list of references for MLOps

awesome-machine-learning : A curated list of awesome Machine Learning frameworks, libraries and software.

Learn-Data-Science-For-Free : This repositary is a combination of different resources lying scattered all over the internet. The reason for making such an repositary is to combine all the valuable resources in a sequential manner, so that it helps every beginners who are in a search of free and structured learning resource for Data Science. For Constant Updates Follow me in …

best-of-ml-python : 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

build-your-own-x : 🤓 Build your own (insert technology here)

tensorflow_practice : Tensorflow practice, including reinforcement learning, recommendation system, NLP, etc

awesome-courses : 📚 List of awesome university courses for learning Computer Science!

MT-Reading-List : A machine translation reading list maintained by Tsinghua Natural Language Processing Group

cs-video-courses : List of Computer Science courses with video lectures.

machine-learning-surveys : A curated list of Machine Learning Surveys, Tutorials and Books.

data-science-blogs : A curated list of data science blogs

awesome-tensorflow : TensorFlow - A curated list of dedicated resources

ds-cheatsheets : List of Data Science Cheatsheets to rule the world

awesome-R : A curated list of awesome R packages, frameworks and software.

awesome-youtubers : ▶️ An awesome list of awesome YouTubers that teach about technology. Tutorials about web development, computer science, machine learning, game development, cybersecurity, and more.

Book_List : Python, Machine Learning, Deep Learning and Data Science Books

awesome-deep-learning : A curated list of awesome Deep Learning tutorials, projects and communities.

awesome-artificial-intelligence : A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.

awesome-project-ideas : Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

CV

awesome-hand-pose-estimation: Awesome work on hand pose estimation/tracking

CV-Backbones : CV backbones including GhostNet, TinyNet and TNT, developed by Huawei Noah's Ark Lab.

SceneTextPapers: Tracking the latest progress in Scene Text Detection and Recognition: Must-read papers well organized

Awesome-GANs : Awesome Generative Adversarial Networks with tensorflow

OCR_DataSet : Collect and sort out the data set related to OCR and unify the annotation format for the needs of the experiment

awesome-ocr : A curated list of promising OCR resources

awesome-object-detection : Awesome Object Detection based on handong1587 github

deep_learning_object_detection : A paper list of object detection using deep learning.

awesome-captcha : 🔑 Curated list of awesome captcha libraries and crack tools.

image-to-image-papers : 🦓<->🦒 🌃<->🌆 A collection of image to image papers with code (constantly updating)

Deep-Learning-Papers-Reading-Roadmap : Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!

benchmark_results : Visual Tracking Paper List

awesome_3DReconstruction_list : A curated list of papers & resources linked to 3D reconstruction from images.

the-gan-zoo : A list of all named GANs!

awesome-computer-vision : A curated list of awesome computer vision resources

multi-object-tracking-paper-list : Paper list and source code for multi-object-tracking

awesome-deep-vision : A curated list of deep learning resources for computer vision

AdversarialNetsPapers : Awesome paper list with code about generative adversarial nets (gan)

awesome-lane-detection : A paper list of lane detection.

Paper_Reading_List : Recommended Papers. Subjects: Computer Vision and Pattern Recognition (cs.CV); Artificial Intelligence (cs.AI); Learning (cs.LG)

awesome-network-embedding : A curated list of network embedding techniques.

gans-awesome-applications : Curated list of awesome GAN applications and demo

WeakSupervisedSegmentationList : This repository contains lists of state-or-art weakly supervised semantic segmentation works

awesome-action-recognition : A curated list of action recognition and related area resources

really-awesome-gan : A list of papers on Generative Adversarial (Neural) Networks

awesome-panoptic-segmentation : Panoptic Segmentation Resources List

Pedestrian-Attribute-Recognition-Paper-List : Paper list on Pedestrian Attribute Recognition (PAR) and related tasks (Pattern Recognition 2021)

awesome-vqa : Visual Q&A reading list

3D-Shape-Analysis-Paper-List : A list of recent papers, libraries and datasets about 3D shape/scene analysis (by topics, updating).

NLP

nlp-tutorial : Natural Language Processing Tutorial for Deep Learning Researchers

language-resources : Datasets and tools for basic natural language processing.

Summarization-Papers : Summarization Papers

CLUEDatasetSearch : Search all Chinese NLP datasets, with common English NLP datasets

nlpdemo-ch-wordlib : Chinese Thesaurus

ChineseNLP : Datasets, SOTA results of every fields of Chinese NLP

ChineseNLPCorpus : Chinese natural language processing data set is the material for experiments at ordinary times. 中文自然语言处理数据集

Chinese-Word-Vectors : 100+ Chinese Word Vectors 上百种预训练中文词向量

ChineseNlpCorpus : Collect, organize and publish Chinese natural language processing corpus / data set

nlp-competitions-list-review : Resume the top plan of all NLP competitions, only focus on NLP competitions, and keep updating! NLP比赛top方案

funNLP : Chinese and English sensitive words, language detection, Chinese and foreign mobile phone / telephone home / operator query, name inference, gender, mobile phone number extraction, ID card extraction, email extraction, and more ... 有趣的中文NLP

nlp_chinese_corpus : 大规模中文自然语言处理语料 Large Scale Chinese Corpus for NLP

awesome-2vec : Curated list of 2vec-type embedding models

chatbot-list : Share and introduce the application, architecture and algorithm of intelligent customer service and chat robot in the industry 行业内关于智能客服、聊天机器人的应用和架构、算法分享和介绍

awesome-chatbot-list : 深度学习聊天机器人资源集合 Awesome chatbot resource list

nmt-list : A list of Neural MT implementations

Question-Generation-Paper-List : A summary of must-read papers for Neural Question Generation (NQG)

awesome-nlp : 📖 A curated list of resources dedicated to Natural Language Processing (NLP)

Style-Transfer-in-Text : Paper List for Style Transfer in Text

TG-Reading-List : A text generation reading list maintained by Tsinghua Natural Language Processing Group.

awesome-sentence-embedding : A curated list of pretrained sentence and word embedding models

Speech

awesome-speech-recognition-speech-synthesis-papers : Automatic Speech Recognition (ASR), Speaker Verification, Speech Synthesis, Text-to-Speech (TTS), Language Modelling, Singing Voice Synthesis (SVS), Voice Conversion (VC)

Speech-Separation-Paper-Tutorial : A must-read paper for speech separation based on neural networks

speech-recognition-papers: Towards hot directions in industrial end to end speech recognition

awesome-data-augmentation: This is a list of awesome methods about data augmentation.

Awesome-SLP: A curated list of awesome work on Sign Language Production

Awesome-SLU-Survey : Tracking the progress in SLU (resources, code, and new frontiers etc.)

speech_dataset: The dataset of Speech Recognition

awesome_OpenSetRecognition_list: A curated list of papers & resources linked to open set recognition, out-of-distribution, open set domain adaptation and open world recognition

speech-synthesis-paper : List of speech synthesis papers.

Awesome-Speech-Enhancement : A tutorial for Speech Enhancement researchers and practitioners. The purpose of this repo is to organize the world’s resources for speech enhancement and make them universally accessible and useful.

speech_data_augment : A summary of speech data augment algorithms

wer_are_we : Attempt at tracking states of the arts and recent results (bibliography) on speech recognition.

awesome-diarization : A curated list of awesome Speaker Diarization papers, libraries, datasets, and other resources.

awesome-audio-visualization : A curated list about Audio Visualization.

awesome-deep-learning-music : List of articles related to deep learning applied to music

speech-language-processing : A curated list of speech and natural language processing resources

Others

anomaly-detection-resources : Anomaly detection related books, papers, videos, and toolboxes

awesome-anomaly-detection : A curated list of awesome anomaly detection resources

Awesome-Meta-Learning : A curated list of Meta Learning papers, code, books, blogs, videos, datasets and other resources.

GitHub-Chinese-Top-Charts : 🇨🇳 GitHub chinese top list 中文排行榜,各语言分离设置「软件 / 资料」榜单,精准定位中文好项目。各取所需,互不干扰,高效学习。

state-of-the-art-result-for-machine-learning-problems : This repository provides state of the art (SoTA) results for all machine learning problems. We do our best to keep this repository up to date. If you do find a problem's SoTA result is out of date or missing, please raise this as an issue or submit Google form (with this information: research paper name, dataset, metric, source code and year).

PyTorchTricks : Some tricks of pytorch... ⭐

Awesome-pytorch-list-CNVersion : Awesome-pytorch-list 翻译工作进行中......

Awesome-pytorch-list : A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

deeplearning-models : A collection of various deep learning architectures, models, and tips

awesome-data-labeling : A curated list of awesome data labeling tools

Awesome-Learning-with-Label-Noise : A curated list of resources for Learning with Noisy Labels

awesome-music-production: A curated list of software, services and resources to create and distribute music.

leetcode-master : LeetCode Introduction 刷题攻略:200道经典题目刷题顺序,共60w字的详细图解,视频难点剖析,50余张思维导图,支持C++,Java,Python,Go,JavaScript等多语言版本,从此算法学习不再迷茫!🔥🔥 来看看,你会发现相见恨晚!🚀

awesome-python-login-model : 😮python crawlers 模拟登陆一些大型网站,还有一些简单的爬虫,

awesome-spider : crawlers list 爬虫集合

awesome-python : A curated list of awesome Python frameworks, libraries, software and resources

awesome-remote-job : A curated list of awesome remote jobs and resources.

public-apis : A collective list of free APIs

Public-APIs : 📚 A public list of APIs from round the web.

public-api-lists : A collective list of free APIs for use in software and web development 🚀

lists : The definitive list of lists (of lists) curated on GitHub and elsewhere

interview : Everything you need to prepare for your technical interview

A-to-Z-Resources-for-Students : ✅ Curated list of resources for college students

awesome-math : A curated list of awesome mathematics resources

awesome-raspberry-pi : 📝 A curated list of awesome Raspberry Pi tools, projects, images and resources

science-based-games-list : Science-based games - a collaborative list

awesome-SLAM-list : awesome-SLAM-list

awesome-slam : A curated list of awesome SLAM tutorials, projects and communities.

awesome-robotics : A list of awesome Robotics resources

TopDeepLearning : A list of popular github projects related to deep learning

awesome-ai-residency : List of AI Residency Programs

ICRA2020-paper-list : ICRA2020 paperlist by paopaorobot, ICRA 2020 : the 2020 IEEE International Conference on Robotics and Automation.

RSPapers : A Curated List of Must-read Papers on Recommender System.

Awesome-Embedded : A curated list of awesome embedded programming.

useful-computer-vision-phd-resources : Lists of resources useful for my PhD in computer vision

spatio-temporal-paper-list : Spatio-temporal modeling 论文列表(主要是graph convolution相关)

awesome-self-supervised-learning : A curated list of awesome self-supervised methods

medical-imaging-datasets : A list of Medical imaging datasets.

awesome-roadmaps : A curated list of roadmaps.

EEG-Datasets : A list of all public EEG-datasets

MARL-Papers : Paper list of multi-agent reinforcement learning (MARL)

awesome-multimodal-ml : Reading list for research topics in multimodal machine learning

Awesome-Multimodal-Research : A curated list of Multimodal Related Research.

deep-reinforcement-learning-papers : A list of recent papers regarding deep reinforcement learning

awesome-machine-learning-interpretability : A curated list of awesome machine learning interpretability resources.

awesome-fast-attention : list of efficient attention modules

deeplearning-biology : A list of deep learning implementations in biology

FreeML : A List of Data Science/Machine Learning Resources (Mostly Free)

Paper-List : A reading paper list which is mainted daily

awesome-jupyter : A curated list of awesome Jupyter projects, libraries and resources

the-incredible-pytorch : The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.

awesome-quant : A curated list of insanely awesome libraries, packages and resources for Quants (Quantitative Finance)

awesome-community-detection : A curated list of community detection research papers with implementations.

awesome-robotics-libraries : 😎 A curated list of robotics libraries and software

awesome_time_series_in_python : This curated list contains python packages for time series analysis

awesome-rnn : Recurrent Neural Network - A curated list of resources dedicated to RNN

awesome-random-forest : Random Forest - a curated list of resources regarding random forest

awesome-adversarial-machine-learning : A curated list of awesome adversarial machine learning resources

awesome-awesome : A curated list of awesome curated lists of many topics.

VR-Awesome : VR Awesome List

Groups

PaddlePaddle: PaddlePaddle Baidu home page

wenet-e2e: WeNet Open Source Community home page

speechbrain: SpeechBrain home page

ml-tooling: Machine Learning Tooling home page

princeton-nlp: Princeton Natural Language Processing home page

IBM: International Business Machines home page

alibaba: Alibaba home page

Google: Google home page

facebookresearch: Meta Research home page

huawei-noah: HUAWEI Noah's Ark Lab home page

THUNLP-MT: THUNLP-MT home page

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