Why Most Sports Betting Models Fail
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Description
Most sports betting models don’t fail because of bad algorithms — they fail because of overfitting and data leakage. Training on past NFL games and “testing” on the same data creates fake edges that collapse when real money is on the line. This article explains training, validation, and test splits in sports betting AI, why overfitting destroys predictive power, and how to build a model that understands market structure instead of memorizing noise.
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