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Part VIII

Evaluation and Practical ML

5 chapters, from the first idea to the working mechanism.

  1. III-35Cross-Validation and Hyperparameter TuningExplore →
  2. III-36Learning Curves and Model SelectionExplore →
  3. III-37Class Imbalance, Calibration and Metric ChoiceExplore →
  4. III-38Preprocessing, Feature Engineering and PipelinesExplore →
  5. III-39Reproducibility and Numerical ReliabilityExplore →