F1 Lap Time Prediction

Predicts lap times using telemetry data.

F1 Lap Time Prediction

Accuracy

High correlation

Precision

N/A

Recall

N/A

Problem

Predict lap performance using telemetry inputs such as speed, tire condition, and track data.

Dataset

Simulated F1 telemetry dataset including lap time, speed, and sector performance.

Approach

  • Normalized telemetry data
  • Applied regression modeling
  • Visualized lap trends using Matplotlib

Key Insights

  • Time-series data requires careful handling
  • Visualization improves understanding of performance patterns