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What mh demonstrated

Built a leakage-aware turbine yield predictor end to end: framed TEY as a regression target, excluded downstream CO/NOx emissions, trained a LinearRegression baseline and a RandomForest on an earlier-years/later-years split, and evaluated with held-out MAE, RMSE, R2, and residual analysis. The accompanying model card clearly states intended use, limitations, and monitoring triggers.

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

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