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lap-time-prediction

Here are 5 public repositories matching this topic...

Shreeansh-Gupta / F1-LapTime-Predictor

This project builds a machine learning model to predict F1 qualifying lap times using telemetry, weather, tyre, and driver performance data. The model is trained on data from 2021 to 2025 (up to Monaco GP) and makes predictions for the upcoming Spanish GP 2025.

data-science formula1 scikit-learn telemetry xgboost ridge-regression f1 machine-learning-models random-forest-classifier formulaone sports-analytics grandprixstats fastf1 lap-time-prediction

Updated May 30, 2025
Jupyter Notebook

luismaydana / contactPatch

Physics simulation of F1 2026 lap times, 2D because public data is too noisy to claim 3D. It learns a tyre from one qualifying lap, freezes it, and predicts pole for circuits it has never seen. Deterministic: same input, same bits, same hash. The last half of 2026 is already sealed under one hash anchored in Bitcoin, then scored in public.

python formula1 cpp reproducible-research signal-processing telemetry cross-validation scientific-computing dynamic-programming physics-simulation uncertainty-quantification mathematical-modelling f1 motorsport sports-analytics vehicle-dynamics fastf1 lap-time-prediction

Updated Jul 31, 2026
Python

madcg0725 / VDFL-XGBoost-Vehicle-Performance-Prediction

Physics-informed ML model for predicting Nürburgring lap times using vehicle dynamics feature engineering and XGBoost.

machine-learning xgboost automotive feature-engineering vehicle-dynamics shap streamlit lap-time-prediction

Updated Jul 27, 2026
Python

JosiahYeater / f1-lap-prediction

End-to-end GRU-based lap time prediction from real F1 telemetry & weather data.

data-science machine-learning deep-learning time-series neural-network telemetry pytorch gru f1 prediction-model motorsport formula-1 fastf1 lap-time-prediction

Updated Aug 13, 2025
Python

astefanidis1 / Laguna-Seca-Lap-Time-Predictor

Predict Laguna Seca lap times using real car stats + deep learning (Neural Net + Optuna tuned)

machine-learning neural-network keras motorsports optuna lap-time-prediction

Updated Aug 20, 2026
Python

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