Verified Credential Download PDF
What mh demonstrated
Built a leakage-aware turbine yield predictor end to end: framed TEY as a regression target, excluded downstream CO/NOx emissions, trained a LinearRegression baseline and a RandomForest on an earlier-years/later-years split, and evaluated with held-out MAE, RMSE, R2, and residual analysis. The accompanying model card clearly states intended use, limitations, and monitoring triggers.
- Leakage-Free Feature Selection
- Time-Based Validation Discipline
- Honest Held-Out Evaluation
- Plain-Language Model Communication
Earn your own
Prove your skills on a real project
Pick a real company brief, complete it step by step, and walk away with a verified certificate like this one, graded by AI, shareable anywhere.
Start your own project →