topic 4. How to perform evaluation?

Bias-variance decomposition

Overfitting

Cross-validation

Bootstrap and jackknife sampling

• Supporting Materials

  1. ​PSDR: Chapter 6.2

  2. Lecture 12: Bias-Variance Tradeoff by Kilian Weinberger

  3. Bias Variance Decomposition by Kilian Weinberger

  4. Where does the error come from? by Hung-Yi Lee

  5. Bias Variance Decomposition -Cornell CS4780 SP17

topic04_validation.pptx

code04.validation.zip

note04_biasVarianceDecomposition.pdf