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Morten Hjorth-Jensen
2022-09-11 21:13:52 +02:00
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doc/src/week37/week37.do.txt
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!split
===== Plans for week 37 =====
* Thursday September 15: Summary of Ridge and Lasso with examples and start resampling techniques
* Thursday September 15: Summary of Ridge and Lasso with examples and statistical interpretation. Start resampling techniques
* Friday September 16: Resampling methods, Cross-validation, Bootstrapping and jackknife
Recommended Reading:
o Lectures on Resampling methods (these lectures)
o Lectures on Resampling methods (these lectures), see also lectures from week 36
o Bishop 1.3 (cross-validation) and 3.2 (bias-variance tradeoff)
o Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap). This chapter is better than Bishop's on these topics. Goodfellow et al discuss this in a superficial way in sections 5.2-5.5.
o Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).