ISLR Chapter 05 Notes - Resampling Methods

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Topics Covered

• Cross-Validation
  • Leave-One-Out Cross-Validation LOOCV
  • k-Fold Cross-Validation
  • Cross-Validation on Classification Problems
• The Bootstrap

Cross-Validation

Leave-One-Out Cross-Validation LOOCV

k-Fold Cross-Validation

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Bias-Variance Trade-Off for k-Fold Cross-Validation

Cross-Validation on Classification Problems

The Bootstrap