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800+ Features Per At-Bat
Every projection is built on deep contextual data; platoon splits, pitch mix tendencies, velocity trends, park dimensions, bullpen fatigue, umpire strike zones, and real-time weather. Not season averages. Not spreadsheets. The full picture.
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Gradient-Boosted Machine Learning
LightGBM models trained on years of pitch-level data capture non-linear relationships that traditional regression can't see. Batter-pitcher matchups, count leverage and patterns invisible to the human eye.
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Monte Carlo Probability Distributions
Every game is simulated thousands of times to produce full probability distributions, not point estimates. You get the spread of outcomes, tail risks, and confidence intervals across moneylines, totals, F5 innings, and player props.