F1 ML Predictions — before the result is known.
Pre-session race outcome predictions published before lights out, then validated against actuals with a transparent running score. No competitor exposes uncertainty, drift, or historical calibration publicly.
Predicted finishing order vs. actual result, locked before each race.
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How to use this platform
Everything is organised around F1 weekends. Here's how to navigate it.
Open the Race Hub (card 16 below) and pick any completed round from the dropdown. Or click 'Hub →' next to any event on the Season Map. Each hub shows the prediction vs actual result, true pace, pit strategy verdicts, the corner of the race, qualifying potential, championship standings update, and driver DNA standouts.
From any Race Hub, use the 'Compare This Round' picker to open a side-by-side view of any two completed rounds — prediction accuracy (ρ), true pace, pit strategy tally, and qualifying potential side-by-side.
The Race Hub links to each session page (FP1, FP2, FP3, Qualifying, Race). Session pages have tabs: Analysis (lap data, telemetry), Session DNA (driver profiles), FP Intel on practice sessions, and Race Intel on race weekends.
Before each race a prediction is published and locked. After the race it's scored automatically. The Spearman ρ at the top of this page is the running season total — higher means the model called the finishing order more accurately. The Accuracy Scoreboard (card 14) shows per-round breakdown.
Championship Projection (card 8) shows ML-driven title probability updated after each race. Driver DNA (card 3) and Constructor DNA (card 7) show performance fingerprints. Head-to-Head Rivalry (card 9) compares any two drivers. The Season Map (card 11) shows the full predicted vs actual heatmap.
Race Hub, Round Comparison, Championship, Rivalry, Credibility, Live tracker, and all intelligence panels are public — no account needed. Full telemetry overlays, lap comparison, session DNA, and the calibration dashboard require signing in.
Full Analysis Platform
Deep-dive telemetry, lap comparisons & driver DNA
Sign in for the full platform — session-by-session telemetry overlays, head-to-head driver comparisons, ML pipeline diagnostics, and the calibration dashboard.
Race Prediction Accuracy
Season-long credibility scoreboard: accuracy rate, drift score, and per-event outcome history.
Explore →Session Intelligence Feed
Auto-generated cards from ML artifacts — race analysis, ERS profile, pace evolution, and telemetry duels.
Explore →Driver Performance Profiles
Radar profiles across tyre management, qualifying ceiling, race start, degradation, and teammate edge.
Explore →Pre-Race Intelligence Brief
Tyre strategy projections, key battles, and ML pace estimates published before lights out.
Explore →Model Calibration Score
Cumulative Spearman ρ, drift index, and per-round calibration charts — fully transparent.
Explore →Downsampled Lap Overlay
Speed, throttle, and braking trace for qualifying laps — processed from the 1000-point distance grid.
Explore →Constructor Performance Fingerprints
Speed fingerprints from race telemetry — top speed, cornering pace, and deg rate ranked across the full field.
Explore →Championship Projection
ML-driven title probability and projected points range (p10/p50/p90) for every driver and constructor — updated after each race.
Explore →Season Rivalry Comparison
Pick two drivers to compare their 2026 DNA radar and per-event head-to-head finishing position. Choose any pairing from the full grid.
Explore →Live Race Tracker
Real-time prediction vs actual tracking during live F1 sessions — watch pre-race ML predictions score against the unfolding race.
Explore →Season Prediction Map
Event-by-event grid of predicted vs actual finishing positions across the full 2026 season — track model drift round by round.
Explore →Driver Telemetry Comparisons
Head-to-head pace, top speed, throttle, and braking metrics from qualifying — processed from FastF1 session data.
Explore →Pre-Season Testing Analysis
Pace and degradation profiles from pre-season testing — early signals on tyre behaviour and team competitiveness before round one.
Explore →Season Accuracy Scoreboard
Per-round Spearman ρ vs grid and championship baselines — the transparent running score behind every published prediction.
Explore →Content Studio
Auto-generated race reports, social media posts, and strategy narratives built from ML artifacts — ready to publish after each session.
Explore →Round-by-Round Race Hub
Pick any completed round: prediction vs actual result, true pace table, pit strategy verdicts, corner of the race, qualifying potential vs FP3, championship standings update, and driver DNA standouts.
Explore →Round Comparison
Pick any two completed rounds for a side-by-side view — prediction accuracy (ρ with inter-round delta), true pace, pit strategy tally, and qualifying potential.
Explore →