What NASIFKHAN demonstrated

Built a leakage-aware turbine yield predictor end to end: framed TEY as the target, excluded downstream CO/NOx emissions from the feature set, and validated on a genuine time-based holdout. Compared a LinearRegression baseline with a tuned RandomForest, reported held-out MAE/RMSE/R2, and documented residual behavior plus a practical monitoring plan for drift.

• Leakage-Free Feature Selection
• Time-Based Model Validation
• Honest Held-Out Evaluation
• Plain-Language Model Communication