My personal project for F1 race strategy analysis and visualisations, including "What made the difference?" reports/blogs.
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May 31, 2024 - MATLAB
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race-strategy
Here are 18 public repositories matching this topic...
AI Models for Strategy Recommendations in Formula 1 races. Final Thesis Project of UIE Intelligent Systems Engineering (work in progress).
ai deep-learning formula1 pytorch xgboost lightgbm monte-carlo-simulation tfg multi-agent-systems expert-system rag fastapi formula-1 streamlit release-please fastf1 race-strategy langgraph agent-skills openf1
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Jun 10, 2026 - Jupyter Notebook
Open-source race engineer simulator driven by real-time vehicle dynamics. Drive the strategy, not the car. AI executes. Physics punishes.
open-source csharp racing artificial-intelligence godot vehicle racing-games motorsport model-predictive-control racing-game vehicle-dynamics mppi pacejka racing-simulator godot-csharp race-strategy
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Jun 11, 2026 - C#
Solis is a voice-driven F1 22 AI race engineer built to interpret live telemetry, simulate strategy calls, and deliver real-time strategic feedback. (WIP. INCOMPLETE)
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Feb 17, 2026 - Rust
Monte Carlo simulator that ranks F1 two-stop tyre strategies using real FastF1 telemetry, modelling tyre degradation, fuel burn, and safety-car probability over 10,000 race sims.
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Jun 3, 2026 - Python
Production-ready F1 strategy simulator with real-time telemetry analysis, pit optimization, and faster API responses via Redis caching.
python rest-api data-analysis redis-cache f1 motorsport fastapi formula-1 fastf1 race-strategy telemetry-analysis
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Dec 24, 2025 - Python
My project for F1 race strategy analysis and visualisations
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Jun 19, 2024 - MATLAB
ML-based optimization of Formula 1 race strategies using 2024 season data.
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Mar 28, 2026 - Jupyter Notebook
A Formula 1 race strategy analyst that pulls real timing data, remembers past analyses, and explains pit stop decisions, tyre strategies, and driver comparisons with confidence scores.
python formula1 postgresql telemetry f1 rag fastapi fastf1 llm pgvector race-strategy pit-strategy tyre-degradation
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Jun 9, 2026 - Python
Production-grade Formula 1 telemetry dashboard built with React and Vite for multi-driver lap analysis, tyre degradation modelling, race strategy simulation, and high-performance custom SVG data visualizations.This works well because it highlights: production-grade architecture domain depth (F1 telemetry) performance engineering data visualization
react javascript analytics telemetry data-visualization performance-analysis motorsports vite formula-1 race-strategy
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Apr 13, 2026 - HTML
Physics-based and optimisation-driven modelling of cycling breakaway strategies for different rider archetypes under varying race conditions.
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Apr 15, 2026 - Jupyter Notebook
Local-first educational platform for understanding Formula 1 car behavior, subsystem interactions, control, and race strategy through interactive models.
visualization education reinforcement-learning simulation telemetry control-systems state-estimation motorsport model-predictive-control vehicle-dynamics formula-1 race-strategy
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May 16, 2026 - TypeScript
AI-powered F1 race strategy platform — predicts win probability, optimal tyre strategy & pit windows using a RandomForest trained on 2023 Formula 1 telemetry data.
react python data-science machine-learning formula1 random-forest scikit-learn recharts monte-carlo-simulation f1 motorsport sports-analytics vite fastapi race-strategy
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May 19, 2026 - JavaScript
AI-powered F1 race strategy copilot using IBM Granite + Docling + FastF1 telemetry + Q-Learning RL agent. IBM SkillsBuild AI Builders Challenge May 2026.
python machine-learning reinforcement-learning formula1 telemetry q-learning gradio f1 motorsports huggingface fastf1 race-strategy ibm-granite docling ibm-skillsbuild
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May 31, 2026 - HTML
Autonomous F1 strategy platform using OpenF1 live telemetry, event-driven agents, and parallelized Monte Carlo simulations for optimal race predictive analytics.
python monte-carlo-simulation predictive-analytics multi-agent-systems python-data-science plotly-dash formula-1 race-strategy openf1-api
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Mar 23, 2026 - Python
F1 race strategy optimizer — 215k real laps, Monte Carlo SC simulation, MAE 2.6s. FastAPI + Next.js, deployed on Render + Vercel.
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Jun 3, 2026 - TypeScript
Monte Carlo pit stop optimiser built on real F1 telemetry — tyre degradation modelling, rival undercut analysis, and a live Streamlit dashboard
python data-science formula1 simulation numpy monte-carlo telemetry f1 scikit motorsport sports-analytics pit-stop streamlit fastf1 race-strategy tyre-degradation
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May 6, 2026 - Python
Open-source motorsport replay and intelligence engine — deterministic race state, strategy insights, spoiler-free replay
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Jun 11, 2026 - Python
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