The expert tier for real-world ML execution.
ML Forge brings 200 curated ML labs, production metrics, and certification tracks into one command deck. Build models on real datasets, hit gated benchmarks, and ship evidence of mastery.
ML Forge signal
Certification track
Production-grade ML practice, not toy tasks.
Real-world ML command deck
Train on production-grade datasets and match operational metrics like AUC, Brier, lift, and calibration.
200 cataloged labs
Healthcare, fintech, retail, logistics, and risk. Labs are gated with score targets and artifacts.
Certification track
Earn ML Foundation → Architect certifications with XP rewards and shareable proof.
Real-world ML labs with real outcomes.
Every lab ships with a dataset, baseline code, and gating metrics that mirror production expectations.
RCM Denial Risk Triage
- ROC + calibration gates
- AUC ≥ 0.87 target
- Industry-ready dataset
Drift + Monitoring Suite
- PSI/KS monitoring
- Change-point detection
- Operational alerts
Cost & Savings Optimization
- Target-based scoring
- Business value metrics
- Threshold tuning
Challenges that scale with you.
Daily practice plus hardcore tracks with practically infinite levels.
Hardcore Track
Practically infinite levels, rising difficulty, and compounding mastery checkpoints.
Proof that recruiters trust
Leaderboards, completion stats, and verified certificates surface credible performance.
Live performance signals
Realtime scoring, anti-cheat flags, and lab artifacts highlight true skill depth.
Expert tier
Upgrade to unlock ML Forge.
ML Forge is available to Expert subscribers. Unlock the command deck, certification track, and advanced ML labs.