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What Gabby demonstrated

Built a leakage-free gas-turbine yield predictor using the 8 legitimate ambient and turbine sensors, explicitly excluding downstream CO and NOx emissions. Compared a LinearRegression baseline with a RandomForest model, validated on a locked-away later-year test split, and reported honest held-out performance around 1.5 MWh MAE and 0.984 R2. Also documented limitations, drift monitoring, and a manager-friendly explanation of when the model can fail.

  • Leakage-Free Feature Selection
  • Honest Held-Out Evaluation
  • Residual-Based Error Reading
  • Plain-Language Model Communication

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