Úlohy

1) vyhodnotit pravděpodobnosti H, D, A 2) na základě pravděpodobností určit sázky

Zdroje

Inspirace

• Match outcome prediction in football (notebook)
• Predicting football results with RF
• ML time series forecasting
• A machine learning framework for sport result prediction
• Modeling outcomes of soccer matches
• Predicting the Winning Team with Machine Learning (vid, notebook in describtion)
• Forecasting football matches by predicting match statistics
• Can we get rich betting on Tennis? (notebook)
• The Application of Machine Learning Techniques for Predicting Results in Team Sport: A Review
• Combining historical data and bookmakers’odds in modelling football scores

ELO rating system

• youtube - ELO rating system in chess and beyond
• geekstogeeks - ELO rating system algorithm
• wikipedia - ELO rating system
• article - ELO rating system alternative (Sonos rating system)
• article - Pairwise Comparison and Ranking in Tournaments
• article - Best Treatment in a Paired Comparison Experiment

Random forest

• wikipedia - Random forest
• Ensemble methods: bagging, boosting and stacking

XGBoost

• Complete Guide to Parameter Tuning in XGBoost with codes in Python
• XGBoost: A Scalable Tree Boosting System

Organizace

• Repozitář soutěže (data, vyhodnocovací loop)
• Odevzdávací systém

Pandas tutorial

• Tipy jak z dataframu vybírat data