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Akshay sekhar b completed Energy and Renewable: Machine Learning for the Power Grid

  • Verified
  • Issued 31 October 2026

What Akshay demonstrated

Built an end-to-end turbine yield predictor using leakage-free sensor inputs and a chronological hold-out split. Compared a LinearRegression baseline with a tuned RandomForestRegressor, then reported honest held-out MAE, RMSE, and R2 alongside a residual read and deployment-minded model card. The work shows solid judgment about feature leakage, evaluation discipline, and operational monitoring.

  • Leakage-Free Feature Selection
  • Chronological Hold-Out Validation
  • Baseline-vs-Ensemble Comparison
  • Honest Residual Interpretation

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