๐Ÿ“ˆ Evaluate Performance

Focus question: How accurate and reliable are my modelโ€™s predictions?

Model Configuration

(Table: Model Type, Hyperparameters, and Settings) [[[Same table from Review Campaign for reference]]]

Performance Metrics

(Error & Uncertainty Metrics Table) [[[Insert new error table with confidence intervals and added uncertainty metrics]]]

TBD Analyze Residuals

TBD Residuals vs Predictions

(Residuals Scatter by Predicted Value) [[[Insert new residuals vs predicted plot]]]

TBD Residual Distribution

(Residual Density Curve) [[[Insert new residual density plot]]]

TBD Advanced Diagnostics

(Tests: Homoscedasticity, Normality, Autocorrelation) [[[Insert here when available. Tests for homoscedasticity, normality, autocorrelation, influential points.]]]

Model Uncertainty

Prediction Intervals

(Prediction Confidence by Ordered Outputs)

[[[Insert new ordered prediction plot to replace observed vs predicted]]]

TBD Uncertainty Calibration

(Predicted vs. Actual Confidence) [[[Insert new uncertainty calibration plot]]]

TBD Uncertainty Decomposition (Planned)

( Aleatoric vs. Epistemic Contributions) [[[Insert new uncertainty decomposition plot]]]