Admin Dashboard
Model operations and system health
Active: ufc_v4_pure_xgboost_20260517_121258
Predictions: 5/17/2026
Backtest: 2026-03-28
7,190
Total Fights
13
Upcoming
4,564
Fighters
111
Predictions
Model Test Accuracy
66.4%
Engine 4.0
XGBoost + LightGBM + Stacking
Operations
Train ML Model
Triggers Engine 4.0 training on Railway. Trains XGBoost, LightGBM, and stacking ensemble with walk-forward validation. Takes 2-5 minutes. After training, run predictions.
Features:Elo ratings, form scores, style matchups, physical advantages
Estimated time:2-3 minutes
Generate Predictions
Run the active Engine 4.0 model on all upcoming fights and publish predictions. Uses the latest model version marked as active.
Model:Active Engine 4.0 ensemble
Estimated time:10-30 seconds
Run Historical Backtest
Re-run Engine 4.0 backtest on all historical fights. Updates the track record page and accuracy metrics.
Scope:All completed fights with results
Estimated time:1-2 minutes