Verified Credential Download PDF
What Malik demonstrated
Built an end-to-end turbine yield predictor using leakage-free sensor inputs, a LinearRegression baseline, and a tuned RandomForest model. Validated on a genuine time-based holdout and reported honest held-out MAE, RMSE, and R2, with a model card that explains intended use, exclusions, limitations, and monitoring in business-friendly language.
- Leakage-Free Feature Selection
- Time-Based Holdout Evaluation
- Baseline-vs-Ensemble Comparison
- Plain-Language Model Explanation
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