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What Atharva demonstrated
Built a leakage-aware turbine yield predictor end to end: framed TEY as the target, excluded downstream CO/NOx emissions, trained a LinearRegression baseline and a RandomForest on an earlier-years/later-years split, and evaluated on locked-away held-out data. Reported honest held-out performance (MAE 1.508 MWh, RMSE 1.910, R2 0.9838) and documented intended use, limitations, and monitoring in a model card.
- Leakage-Free Feature Selection
- Time-Based Holdout Evaluation
- Honest Metric Reporting
- Basic Drift Monitoring Design
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