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Football Predictive Models

Real-time algorithmic sports data pipelines, expected goals (xG) modeling, and adaptive Kalman filters.

MLS Soccer Stadium

MLS Soccer Analytics

Enhanced AI system for high-precision match predictive modeling.

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News! MLS System Update

Automated Live AI System for MLS Soccer Analytics

This section showcases a fully automated, self-learning AI pipeline for MLS (Major League Soccer), operating live in real-time to track bankroll development, dynamic betting strategies, and historical profit curves continuously.

Core Engine Adaptive Kalman Filter
Optimization Reinforcement Learning
Pipeline Status Live & Self-Learning

Automated Live AI System for MLS Soccer Analytics

This section showcases a fully automated, self-learning AI pipeline for MLS (Major League Soccer), operating live in real-time to track bankroll development, dynamic betting strategies, and historical profit curves continuously.

AI & Mathematical Framework

  • Adaptive Kalman Filter: Tracks goals, xG, and shots using stable Joseph's covariance.
  • Unsupervised Clustering: Groups teams dynamically to build performance baselines.
  • Self-Supervised EM: Auto-calibrates dynamic noise filtering via market odds.
  • Evolutionary Algorithms: Auto-tunes hyperparameters to secure long-term stability.
  • Reinforcement Learning: Optimizes stake sizing (Q-Learning) for maximum EV growth.
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Live Team Rankings

Real-time Kalman-calibrated team strengths. This list filters out noise and temporary slumps to identify MLS's most undervalued and overvalued teams compared to official league standings.

Top 5: Kalman Strongest

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Bottom 5: Overvalued

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