From 9eb0f545441892bf7845c6f6663028ca6b355fb6 Mon Sep 17 00:00:00 2001 From: tsj7ww <20461601+tsj7ww@users.noreply.github.com> Date: Mon, 20 Jan 2025 13:40:45 -0500 Subject: [PATCH] Update README.md --- projects/auto_ml/README.md | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/projects/auto_ml/README.md b/projects/auto_ml/README.md index d4c2f27..c6f4908 100644 --- a/projects/auto_ml/README.md +++ b/projects/auto_ml/README.md @@ -1,5 +1,10 @@ # AutoML -Data Science & Risk Management project using various baseball data sources to predict game outcomes and make informed sports bets. Predictions are generated using statistical models in a two-tiered approach - one at the game level, and another using a Discrete Event Simulator. The predictions are then compared against market odds to identify games with the highest potential ROI from placing bets. This is assessed across all games in a given time period, and bets are placed strategically in order to minimize downside risk while still realizing significant profits. -- **Skills**: Statistical Modeling, Prediction, Risk Management, Problem Solving, Event Simulation -- **Technology**: Python, XG Boost (Gradient Boosted Decision Tree) Model, Neural Network \ No newline at end of file +Automated machine learning web application, for no-code autoML functionality. + +***Notes**: + - This repo only contains a subset of the entire code in this project + - This project is a work in progress + +- **Skills**: Machine Learning, Risk Management, Problem Solving, Project Management, Full Stack Web Dev +- **Technology**: NextJS (frontend), FastAPI (backend), Postgres + Redis + MongoDB + MinIO (databases), Kubeflow + ML Flow (ML infra), Docker + Kubernetes + Terraform (infra), Elasticsearch + Grafana + Prometheus + Filebeat (monitoring)