Formula 1 Race Prediction ML Frameworks

Machine learning projects that predict Formula 1 race outcomes, qualifying positions, and driver performance using historical data and telemetry. Does NOT include general sports prediction tools, non-F1 racing analytics, or datasets without predictive modeling components.

There are 22 formula 1 race prediction frameworks tracked. The highest-rated is JaideepGuntupalli/f1-predictor at 36/100 with 74 stars.

Get all 22 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	JaideepGuntupalli/f1-predictor 🏎️ A machine-learning approach to predict Formula 1 Grand Prix race outcomes.	36	Emerging	74	Jupyter Notebook
2	Jared-Chan/f1ml Formula One Race Lap-by-Lap Prediction with Machine Learning	28	Experimental	186	Jupyter Notebook
3	VforVitorio/F1_Strat_Manager AI Models for Strategy Recommendations in Formula 1 races. Final Thesys...	26	Experimental	8	Jupyter Notebook
4	shameeh/F1-Predictive-Analytics-Architecture This project ingests live Formula 1 telemetry, processes it through a highly...	23	Experimental	1	Jupyter Notebook
5	hugomagee/OptimalAthlete ML system predicting 400m sprint times (R²=0.84) — trained on 18 months of...	23	Experimental	1	Python
6	VaibhavSaran/F1-Primus-AI An autonomous F1 race prediction agent that fetches weather, telemetry &...	22	Experimental	—	Python
7	haychs13/Formula-1-Race-Predictor Machine learning web application that predicts Formula 1 podium finishes...	22	Experimental	—	Python
8	prateekmulye/ChatFormula1 Chat with an Formula 1 Expert. Upgrade with future vision is in progress...	22	Experimental	—	Python
9	tanvi-jain3/f1-winner A repository to predict the winners of upcoming F1 races.	20	Experimental	9	Jupyter Notebook
10	rembertdesigns/pit-stop-simulator An interactive F1 race simulator using Reinforcement Learning (PPO,...	20	Experimental	9	Python
11	pabramber01/F1-Prediction This work includes an F1 analysis and a predictive model.	15	Experimental	—	Jupyter Notebook
12	nehulbeans/F1nalyze Predicting Formula 1 Driver Standings with Machine Learning	15	Experimental	6	Jupyter Notebook
13	SatyamKumar457/F1-2026-Prediction Machine Learning project that predicts Formula 1 race outcomes using...	15	Experimental	1	Jupyter Notebook
14	Avasilcai-Andrei/gp-lab F1 Telemetry Analysis & Race Prediction engine using FastAPI, React, and XGBoost.	14	Experimental	—	JavaScript
15	skuxy/pcs-predictor Cycling race outcome predictor — scrapes results, engineers rider form...	14	Experimental	—	Python
16	harshini752/f1-quali-predictor Predicting F1 qualifying lap times using practice session telemetry and...	14	Experimental	—	Jupyter Notebook
17	SaadH-077/F1-Nexus Full-stack Formula 1 analytics platform — telemetry, predictions, strategy,...	14	Experimental	—	TypeScript
18	moukthika-gunapaneedu/box-box ML-powered F1 race prediction platform for the 2026 season.	14	Experimental	—	TypeScript
19	CodeByJakeCarter/F1-Forecaster F1 data ingestion, evaluation, and point-in-time race forecasting platform...	14	Experimental	—	Python
20	aaronyoung-py/Dagster This repo has my Dagtser project where I have created a fully automated F1...	14	Experimental	—	Python
21	frankndungu/f1-shanghai-prediction-2025 Machine learning model that predicts Formula 1 race results for the 2025...	13	Experimental	7	Python
22	ALAN20SIG/F1-Track-AI F1 Track.AI is an AI-powered Formula 1 race analytics platform that uses...	11	Experimental	—	JavaScript

Comparisons in this category

f1-predictor and f1-winner (36 vs 20)