Turbo FPL

Turbo FPL is a simple and powerful website that utilizes the Fantasy Premier League (FPL) API to display detailed player and manager statistics. It also features a machine learning-powered Predicted Points section to help users make better decisions in FPL.

Features

• Player Stats: Explore detailed stats for all Premier League players.
• Manager Stats: View key information and performance data for FPL managers.
• Price Changes: Predicted price changes for players.
• Predicted Points: Get predictions for player points using a machine learning model trained on historical FPL data.

Technologies Used

• Frontend: Next.js, React, TypeScript
• Backend/API: FPL's free API
• Machine Learning: RandomForestRegressor model trained on features like goals, assists, clean sheets and expected stats.
• Hosting: Vercel

How It Works

1. Player and Manager Data:
   The site fetches real-time data from the FPL API and displays it in a user-friendly format.

2. Predicted Points Model:
   The machine learning model predicts player points based on input features such as:

   • Minutes played
   • Goals scored
   • Assists
   • Clean sheets
   • Yellow cards
   • Expected goals (xG)
   • Expected assists (xA)
   • Expected goals conceded (xGC)

   The predictions are displayed in the Predicted Points section.

Getting Started

Prerequisites

• Node.js (v18 or later)
• Yarn or npm

Installation

1. Clone the repository:

   git clone https://github.com/Jowwan/Turbo-FPL.git

2. Navigate to the project directory:

   cd Turbo-FPL  

3. Install dependencies:

   npm install  
   # or  
   yarn install  

4. Start the development server:

   npm run dev  
   # or  
   yarn dev  

5. Open the app in your browser at http://localhost:3000.

Let me know if you'd like any further customization!