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.
Mechabellum replay and live-match analytics toolkit for data collection, model training, and win probability prediction.
Live win probability, blunder detection, and hidden-team inference for competitive Pokémon Showdown battles — LightGBM on 19k+ ladder replays.
NBA win probability, momentum, and turning-point analytics engine.
Bayesian player ability model for predicting golf win probabilities — time-varying ratings, Bradley-Terry/Glicko, historical PGA Tour data
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.
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
Machine learning dashboard for NBA win probability, covering pre-game predictions, live replay, model evaluation, and automated Finals refreshes with Google Cloud.
My play-by-play ML win-probability model for a Bruin Sports Analytics NBA project: game-state feature engineering + MLP (PyTorch), Random Forest & XGBoost, evaluated by Brier score.
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