F1 2025 Race Winner Predictor 🏎️

An AI-powered Formula 1 prediction system that uses machine learning to forecast race winners and championship outcomes for the 2025 F1 season. Built with Python, scikit-learn, and Streamlit.

Features

• Single Race Predictions: Predict the outcome of any 2025 F1 race with detailed win probabilities
• Championship Simulation: Simulate the entire 2025 season and get final standings predictions
• Real-time Updates: Incorporates actual 2025 race results into predictions
• Interactive UI: Modify grid positions to see how qualifying affects race outcomes
• Comprehensive Stats: View driver and constructor championship predictions

Current 2025 Data

• Includes real results from the first two races:
  • Australian GP (Melbourne): Won by Lando Norris (McLaren)
  • Chinese GP (Shanghai): Won by Oscar Piastri (McLaren)
• Updated 2025 driver lineup with all mid-season changes
• Complete 24-race calendar with correct dates and venues

Installation

1. Clone the repository:

git clone https://github.com/AndreaZero/f1-2025-winner.git
cd f1-2025-winner

2. Install required packages:

pip install -r requirements.txt

3. Run the Streamlit app:

python -m streamlit run f1_predictor.py

Usage

Race Predictions

1. Go to the "2025 Predictions" tab
2. Select a race from the dropdown menu
3. (Optional) Modify grid positions
4. Click "Predict Race Results"
5. View detailed predictions including win probabilities

Championship Predictions

1. Navigate to the "Championship Prediction" tab
2. Click "Simulate Remaining Races"
3. View:
   • Final Driver's Championship standings
   • Constructor's Championship standings
   • Predicted podiums for all remaining races
   • Points distribution visualization

How It Works

The prediction system uses a Random Forest model trained on historical F1 data from 1950-2024, considering factors such as:

• Qualifying position
• Recent driver performance
• Team performance
• Circuit-specific statistics
• Championship position
• Historical results

Data Sources

• Historical F1 data (1950-2024)
• Real-time 2025 season results
• Current driver and constructor information
• Official 2025 F1 calendar

Contributing

Feel free to open issues or submit pull requests with improvements.

Acknowledgments

• Formula 1 for providing historical data
• Streamlit for the amazing web framework
• The F1 community for inspiration and feedback

Disclaimer

This is a predictive model for entertainment purposes. Actual race results may vary significantly from predictions.