Bias-variance decomposition
Overfitting
Cross-validation
Bootstrap and jackknife sampling
- Supporting Materials
- PSDR: Chapter 6.2
- Lecture 12: Bias-Variance Tradeoff by Kilian Weinberger
- Bias Variance Decomposition by Kilian Weinberger
- Where does the error come from? by Hung-Yi Lee
- Bias Variance Decomposition -Cornell CS4780 SP17
:download:`topic04_validation.pptx <../ppt/topic04_validation.pptx>`
:download:`code04.validation.zip <../code/code04.validation.zip>`
:download:`note04_biasVarianceDecomposition.pdf <../note/note04_biasVarianceDecomposition.pdf>`