This project is an English Premier League (EPL) season predictor that utilizes various regression algorithms to forecast the outcomes of the current EPL season. By implementing machine learning models, this tool aims to provide insights into team performance and potential standings in the league.
- Clone the repository to your local machine:
git clone https://github.com/sankalp512/premier_league_predictor.git
- Navigate to the project directory:
cd premier_league_predictor
- Install the required dependencies:
pip install -r requirements.txt
The following regression algorithms were used in this project:
KNeighborsRegressor
DecisionTreeRegressor
RandomForestRegressor
AdaBoostRegressor
GradientBoostingRegressor
XGBRegressor
CatBoostRegressor
Each of these models was trained and evaluated to provide predictions for the EPL season.
The data for this project was collected from the popular sports statistics source: FBRef
Please ensure compliance with data usage terms and conditions when collecting and using data from external sources.