{"repo":"cmunch1/nba-prediction","free":true,"listed":false,"github":"https://github.com/cmunch1/nba-prediction","clone":"git clone https://github.com/cmunch1/nba-prediction.git","description":"A project to deploy an online app that predicts the win probability for each NBA game every day. Demonstrates end-to-end Machine Learning deployment.","language":"Jupyter Notebook","stars":306,"topics":["machine-learning","python","pandas","optuna","scikit-learn","lgbm","xgboost","github-actions","streamlit-webapp","webscraping"],"license":null,"category":"machine-learning","readme_excerpt":"NBA Game Predictor Project Click HERE to see it in action Let's connect 🤗 Twitter • LinkedIn Project Repository: https://github.com/cmunch1/nba-prediction NOTE: As of October 2024, I am temporarily removing Hopsworks feature store and model registry from this project until it becomes more stable. Table of contents - Introduction - Problem - Initial step - Plan - Overview - Future Possibilities - Structure - Data - EDA and data processing - Train/validation/test split - Baseline models - Feature engineering - Model training/testing - Streamlit app - Model Performance - Feedback - Acknowledgements Introduction ## This project is a demonstration of my ability to quickly learn, develop, and deploy end-to-end machine learning technologies. I am currently seeking to change careers into Machine Learning / Data Science. (This is still kind of a work in progress - I wanted to get the end-to-end process setup, and then go back and iterate improvements, which I am constantly doing now.) I chose to predict the winner of NBA games because: - multiple games are played every day during the season so I can see how my model performs on a daily basis - picking a game winner is easy for a casual audience to understand and appreciate - there is a lot of data available - it can be used to make money (via betting strategies). I have always been interested in making money. I am actually not really a big fan of the NBA but have watched a few games and have basic knowledge. I have never done any spo","default_branch":null,"files":null,"tree":[],"storefront":"/r/cmunch1","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/cmunch1/nba-prediction/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}