Combination of rating systems and ML methods ============================================ The soccer outcome prediction can be made by utilizing the rating of teams as features for the machine learning classifiers. User can also combine rating values with other features (i.e. games statistics). There are also two examples for parameters tuning: 1. Tuning Elo system parameters and 2. Tuning classifier hyper-parameters. .. toctree:: notebooks/soccer_ml_1 notebooks/soccer_ml_rs_stats notebooks/soccer_ml_2009_2018 notebooks/soccer_ml_rs_tuning notebooks/soccer_ml_clf_tuning