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ML Prediction Engine

Custom Fight Prediction

Select any two UFC fighters to get an AI-powered prediction with win probability, method breakdown, and key factor analysis.

Fighter A

Fighter B

5-Model Ensemble

LightGBM, XGBoost, CatBoost, Logistic Regression, and Siamese Neural Network combined via Ridge meta-learner.

60+ Features

Custom Elo ratings, striking/grappling stats, archetype matchups, momentum, strength of schedule, and more.

Calibrated Probabilities

Multi-method calibration ensures predictions are well-calibrated: when we say 70%, the fighter wins ~70% of the time.