📊Data Science Approach

"Premier League AI Predictor" operates using a sophisticated machine learning model trained on thousands of matches from the past 5 Premier League seasons.

Our goal is to provide a fresh perspective on football by calculating objective win probabilities based solely on statistical data, eliminating human bias and subjectivity.

🤖Algorithms Used

The prediction engine utilizes state-of-the-art Gradient Boosting Decision Tree algorithms, which are frequently used in top-tier data science competitions like Kaggle.

• Ensemble LearningBy combining two powerful models with different characteristics—XGBoost and LightGBM—we achieve higher stability and accuracy than single-model predictions.
• Time Series AnalysisInstead of relying solely on aggregate season stats, we engineer features that capture temporal changes, such as "form in the last 5 matches" and "home/away performance trends."

📈Key Metrics