{"repo":"mehmetkahya0/f1-race-prediction","free":true,"listed":false,"github":"https://github.com/mehmetkahya0/f1-race-prediction","clone":"git clone https://github.com/mehmetkahya0/f1-race-prediction.git","description":"A sophisticated Formula 1 race simulation tool that models and predicts F1 race outcomes with realistic parameters based on driver skills, team performance, track characteristics, and dynamic weather conditions.","language":"Python","stars":47,"topics":["ai","algorithm","analytics","analyzer","claude","formula1","graph-algorithms","prediction","prediction-algorithm","prediction-model"],"license":null,"category":"analytics","readme_excerpt":"🏎️ F1 Race Prediction Simulator A sophisticated Formula 1 race simulation engine combining real telemetry data with Monte Carlo probabilistic modeling and Machine Learning Features • Architecture • Algorithms • ML Models • Installation • Usage ⚠️ DISCLAIMER : All predictions generated by this simulator are for entertainment and educational purposes only. Results are based on statistical models and historical data analysis - actual race outcomes depend on countless unpredictable factors. This is not a betting tool. --- 📋 Table of Contents - Overview - Features - System Architecture - Core Algorithms - Monte Carlo Simulation - Performance Modeling - Tire Degradation - Weather System - Real Data Integration - Machine Learning Models - Prediction Track Record - Technical Implementation - Data Models - Visualizations - Installation - Usage - Project Structure - Performance Optimizations - Future Roadmap --- 🎯 Overview This project is a comprehensive Formula 1 race simulation system that models the complex dynamics of F1 racing through statistical analysis and probabilistic modeling. The simulator integrates real-world F1 telemetry data via the Fast-F1 API with custom Monte Carlo algorithms to predict race outcomes with high fidelity. Key Highlights - Triple Hybrid Prediction : Real F1 data (50%) + ML Models (25%) + Monte Carlo simulation (25%) - 2026 Regulation Compliance : Full support for new power units (350kW MGU-K), active aerodynamics (X-Mode), and sustainable fuels - 11 ","default_branch":null,"files":null,"tree":[],"storefront":"/r/mehmetkahya0","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/mehmetkahya0/f1-race-prediction/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}