2025 Season Predictions

Yuki MLF1 Predictions

Advanced machine learning predictions for the 2025 Formula 1 season, powered by historical data and real-time analytics.

About the Model

Our F1 prediction model uses machine learning to forecast race outcomes for the 2025 season. The model analyzes historical race data and current driver performance to make accurate predictions.

How It Works

1Historical race data is collected using the FastF1 API
2Lap times and sector times are analyzed for each driver
3Qualifying performance is used as a baseline
4A Gradient Boosting Regressor is trained on this data
5Predictions are made for each race using different model variants

Model Types

Basic Model

Uses only qualifying times for predictions

Advanced Model

Incorporates sector times and historical performance

No Change Model

Assumes no significant changes in driver performance

Old Drivers Model

Focuses on experienced drivers historical data

Performance Metrics

Model Analysis