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What Rohit demonstrated
Built a turbine TEY predictor end to end using leakage-free sensor inputs, a LinearRegression baseline, and a tuned RandomForest model. Evaluated it on a later held-out period with MAE, RMSE, and R2, and documented the model’s intended use, limitations, and monitoring plan in a concise model card.
- Leakage-Free Feature Selection
- Time-Based Holdout Evaluation
- Baseline-vs-Ensemble Comparison
- Model Monitoring Awareness
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