Predictive Telemetry Pipeline

F1 Live Inference Engine & Prior Probability Mapping

01 // RAW INPUTS LAP TIME TYRE LIFE POSITION GRID HISTORICAL STATS 02 // FEATURE ENGINEERING ROLLING PACE TYRE ADVANTAGE POSITION DELTA RECENT FORM DNF HISTORY 03 // MODEL CORE XGBOOST CLASSIFIER LOGISTIC PROB 04 // UI SURFACES LIVE ANALYSIS FUTURE PREDICTIONS OVERTAKE METER NEXT-RACE TABLE