Overview

Serious-Manager predicts optimal Fantasy Premier League team for a gameweek, suggests optimal transfer and best captain choice. We created a comprehensive time-series database of all premier league players, incorporated various prediction approaches like Neural Network, Random Forest, Decision Tree. Our approach surpassed average FPL manager’s score by scoring over 100%.

Features

πŸ“ˆ Remarkable Score Boost: Our approach surpassed average FPL manager score by over 100%, it reshapes the playing field, turning every matchday into an opportunity for success.

πŸ“Š Comprehensive Timeseries Dataset: We created a historical timeseries dataset of every premier league players. Feature selection and extraction was a very important aspect of this project.

πŸ€– Advanced Predictive Models: Our models incorporate popular approaches like Random Forest, Neural Network and more.

πŸ“ˆ Optimal Team Selection: Serious-Manager takes the guesswork out of team selection. It helps to chose the perfect lineup, plan the optimal transfer and select the best captain for the team.

Technical Aspect

πŸ› οΈ Tech Stack: Python with Pandas, Matplotlib, scikit-learn

Links

GitHub Repository

Presentation Slide