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What Ziyahulhaq demonstrated
Built a turbine energy-yield predictor end to end: framed TEY as the target, used a time-based holdout, compared LinearRegression against a RandomForest, and reported honest held-out MAE/RMSE/R². The accompanying model card explains the feature choices, why CO/NOx were excluded, the plant-specific limits, and a practical monitoring plan for drift.
- Leakage-Aware Problem Framing
- Held-Out Evaluation Discipline
- Model Card Communication
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