F1 Race Insights
A machine learning platform for Formula 1 race prediction, featuring 8 ML models, 10,000 Monte Carlo simulations, and SHAP explainability.
F1 generates 1.5 billion data points per race weekend
Fans want to understand "who will win and why" but the raw data is inaccessible and overwhelming. Traditional media reduces this to pundit opinions, losing data-driven insight.
"As a new F1 fan, I want to understand what might happen before a race starts, so I can follow the action with context instead of confusion."
Engineering Excellence at Scale
Built from scratch with research-grade ML and production-quality engineering
Custom Neural Architecture
NBT-TLF: Neural Bradley-Terry with temporal embeddings - not available in any ML library
Production MLOps
Model versioning, A/B testing, drift detection, and real-time monitoring
Fan-Facing Explainability
SHAP values exposed to users - F1 teams keep this internal
Capabilities Real F1 Teams Don't Provide
Our platform offers research-grade features that go beyond what typical F1 analytics systems provide
SHAP Explainability
Real F1 teams keep model explanations internal. We expose SHAP values directly to fans.
10K Monte Carlo Sims
F1 teams typically run 100-500 simulations. We run 10,000 for every prediction.
Bayesian Uncertainty
Full probability distributions, not just point estimates. Research-grade uncertainty quantification.
Counterfactual Analysis
"What if driver X had car Y?" - Causal reasoning unique to research systems.
Technical Excellence
Built with production-grade ML engineering practices and modern web technologies
8 ML Models
From Elo baselines to Neural Ranking Networks (NBT-TLF) with temporal features
Monte Carlo Engine
10,000 simulation runs with temperature, tire degradation, safety cars, and DRS zones
SHAP Explainability
Interpretable predictions with waterfall charts showing feature contributions
Explore Features
35+ interactive tools for F1 analysis and prediction
Season Simulator
48 races • 4 counterfactual scenarios • F1-level physics
Pit Strategy
24 tracks • 10 teams • Temperature slider (5-45°C)
Championship
2025 results • 2026 projections • Monte Carlo evolution