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What Aditi demonstrated
Built a leakage-free turbine yield predictor end to end: framed TEY as the target, excluded downstream CO/NOx emissions, trained a LinearRegression baseline and a tuned RandomForest, and validated on a locked-away later-year test set. Reported honest held-out performance (MAE 1.52 MWh, RMSE 1.93 MWh, R² 0.983) and documented limitations, drift risk, and monitoring in a concise model card.
- Leakage-Free Feature Engineering
- Honest Held-Out Evaluation
- Model Risk Communication
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