Face-off Probability, part of NHL Edge IQ: Predicting face-off winners in real time during televised games
AWS Machine Learning
OCTOBER 5, 2022
We explored nearest neighbors, decision trees, neural networks, and also collaborative filtering in terms of algorithms, while trying different sampling strategies (filtering, random, stratified, and time-based sampling) and evaluated performance on Area Under the Curve (AUC) and calibration distribution along with Brier score loss.
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