This notebook predicts the Premier League winner for the 2024-25 season using an XGBoost model. It outlines data collection from football-data.org, extensive feature engineering, and a comprehensive prediction framework. The analysis includes visualizations of championship probabilities, current season performance, and model feature importance, highlighting Liverpool as the predicted winner with an 82.9% probability.