Possession-level live win probability model for football using LSTM and GRU on StatsBomb La Liga data, with Poisson goal conversion and proper probabilistic evaluation.
Live cricket scores and win probability dashboard. Built using Django and CricketData API, featuring dynamic polling, key rotation, and a custom WASP algorithm.
NFL in-game win probability model on 225k plays from six seasons of nflfastR. XGBoost, log loss 0.485 / AUC 0.841 on the held-out 2023 season. Python + DuckDB.
Live win probability for League of Legends — calibrated MLP/GRU models on Riot timeline data, with a Streamlit analyzer app
Bayesian player ability model for predicting golf win probabilities — time-varying ratings, Bradley-Terry/Glicko, historical PGA Tour data
Machine learning dashboard for NBA win probability, covering pre-game predictions, live replay, model evaluation, and automated Finals refreshes with Google Cloud.
NFL 4th-down decision audit. Win-probability model + coach scorecards with bootstrap confidence intervals.
CS2 win-probability & Player Impact (WPA) — end-to-end ML pipeline from parsed pro demos
🏏 IPL T20 Win Probability Predictor - ML-powered live match analytics built with Scikit-learn & Streamlit
Elo, logistic win probability, Kelly helpers for NBA-style models (PyPI: nba-edge). Pairs with nba-clv-dashboard.
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