The project centers on analyzing player statistics in two of Europe's top football leagues, the Premier League and La Liga. By leveraging machine learning techniques, this endeavor aims to uncover key performance indicators influencing goal-scoring patterns from various player positions. Through the examination of datasets, 'Premier League Player Statistics' and 'La Liga Player Stats,' encompassing player attributes like goals scored, assists, passes completed, shots on target, player positions, and match details, the goal is to develop predictive models. These models will assist in understanding the determinants of successful goal scoring in different positions across both leagues. Ultimately, this analysis seeks to provide insights for optimizing team strategies and player performance, fostering a deeper understanding of impactful metrics in the world of football.
- Metadata URL: https://www.kaggle.com/datasets/rishikeshkanabar/premier-league-player-statistics-updated-daily/data
- Data URL: https://www.kaggle.com/datasets/rishikeshkanabar/premier-league-player-statistics-updated-daily/download?datasetVersionNumber=2
- Data Type: CSV
- Metadata URL: https://www.kaggle.com/datasets/thegreatcoder/laliga-player-stats
- Data URL: https://www.kaggle.com/datasets/thegreatcoder/laliga-player-stats/download?datasetVersionNumber=3
- Data Type: CSV
This combined dataset compiles player statistics from both the Premier League and La Liga. It includes detailed information like player age, goals scored, assists, passes completed, shots on target, player positions,and performance metrics across various seasons. It serves as a valuable resource for in-depth analysis, providing insights into player capabilities, team strategies, and positional performance assessment
In this project we employed Machine learning algorithms and statistical analysis to analyze the datasets and draw insights into the elements that influences goal scoring forcasting in both the leagues.
Following link provide you with a detailed report about entire analysis and modeling process: Project Report
If you encounter any issues or have any suggestions for improvement, please create a new issue on Github. I appreciate your feedback and and contributions!