Hypermarameter Tuning

Randomized Param Optimization

Example: Grid Search with Cross Validation

Example: PCA Complexity vs Cross-Validated Accuracy

Example: Successive Halving Iterations

Tips

Composite Estimators & Parameter Spaces

Info Criteria (AIC, BIC) based Regularization