Calibrated NBA Win Probability Estimation

Report, Slides, Video

Trained neural network with early stopping, Platt scaling, focal loss, and CaPE to achieve both accuracy and calibration in predicting the in-game win probability of NBA using play-by-play data.

Joint work with Qidong Yang.