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CHALK LINE LABS
MLB Prediction Dashboard
Statistical and machine-learning models for MLB game outcomes, individual hitter performance, and pitcher projections — powered by the MLB StatsAPI, updated daily.
Browse by Category
Win Probability
Game Predictions
Five models predicting today's MLB game outcomes. Log5, Research-Based, XGBoost, Random Forest, and Composite ensemble.
Log5Research-BasedXGBoostRandom ForestComposite
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Batter Performance
Hitter Predictions
Per-player hit probability and home run projections for everyone in today's lineups.
Log5 HitML Hit ModelHR Model
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Pitcher Performance
Pitcher Predictions
Projected strikeout totals for every starting pitcher on today's slate.
Strikeout Model
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