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What Akshata demonstrated
Built an end-to-end turbine yield predictor using leakage-free sensor features and a genuine time-based split. Compared a LinearRegression baseline with a tuned RandomForest, evaluated on unseen later-year data, and documented the model’s accuracy, limitations, and monitoring plan in a concise model card.
- Leakage-Free Feature Engineering
- Honest Held-Out Evaluation
- Model Card Communication
- Operational Drift Awareness
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