v1.0.0 - Production ML & Live Dashboard
First major release of footAI, featuring a complete end-to-end pipeline for football analytics, Elo rating calculation, and machine learning prediction.
Key Features*
- Production ML Model: Random Forest classifier achieving 50.5% accuracy and 37.4% draw recall on Tier 1 leagues (2015-2025).*
- Dynamic Elo Ratings: Multi-season calculation with promotion/relegation transfer and customizable decay.*
- Live Dashboard: Interactive Plotly/Dash visualization for team tracking and historical analysis.*
- Automated Pipeline: Fully reproducible data acquisition (via GitHub Actions) and processing workflow.
Scope*
- Leagues: Top 5 European Leagues (SP, IT, EN, DE, FR)* Data: ~40,000 matches (2015–2025)
Full Documentation: README.mdLive Demo: pablo.matorras.com/footai