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The 12th Player

Football analytics and predictions

The 12th Player logo
Role
Machine learning · Team project
Year
2025–26

Football analytics for season rankings, match predictions, tactical styles, and emerging talent across Europe's major leagues.

A React interface and FastAPI backend expose trained models: KNN for standings, Random Forest for match outcomes, KMeans for team styles, and LightGBM for scouting.

Prediction pipeline
  1. Football datasets
  2. Trained ML models
  3. FastAPI + React

Standings · match outcomes · tactics · scouting

  • Python
  • FastAPI
  • React
  • scikit-learn
  • LightGBM
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