<commit_before>[[../index.org][Main Index]]
[[../index.org][Reading List]]
[[../an_introduction_to_statistical_learning.org][Book]]

* Linear Model Selection and Regularization
** Lectures
   + [-] [[https://www.youtube.com/playlist?list=PL5-da3qGB5IB-Xdpj_uXJpLGiRfv9UVXI][Playlist]]
     + [X] [[https://www.youtube.com/watch?v=91si52nk3LA][Linear Model Selection and Best Subset Selection]]
     + [X] [[https://www.youtube.com/watch?v=nLpJd_iKmrE][Forward Stepwise Selection]]
     + [X] [[https://www.youtube.com/watch?v=NJhMSpI2Uj8][Backward Stepwise Selection]]
     + [X] [[https://www.youtube.com/watch?v=LkifE44myLc][Estimating Test Error Using Mallow’s Cp, AIC, BIC, Adjusted R-squared]]
     + [X] [[https://www.youtube.com/watch?v=3p9JNaJCOb4][Estimating Test Error Using Cross-Validation]]
     + [X] [[https://www.youtube.com/watch?v=cSKzqb0EKS0][Shrinkage Methods and Ridge Regression]]
     + [X] [[https://www.youtube.com/watch?v=A5I1G1MfUmA][The Lasso]]
     + [ ] [[https://www.youtube.com/watch?v=xMKVUstjXBE][Tuning Parameter Selection for Ridge Regression and Lasso]]
     + [ ] [[https://www.youtube.com/watch?v=QlyROnAjnEk][Dimension Reduction]]
     + [ ] [[https://www.youtube.com/watch?v=eYxwWGJcOfw][Principal Components Regression and Partial Least Squares]]
     + [ ] [[https://www.youtube.com/watch?v=3kwdDGnV8MM][Lab: Best Subset Selection]]
     + [ ] [[https://www.youtube.com/watch?v=mv-vdysZIb4][Lab: Forward Stepwise Selection and Model Selection Using Validation Set]]
     + [ ] [[https://www.youtube.com/watch?v=F8MMHCCoALU][Lab: Model Selection Using Cross-Validation]]
     + [ ] [[https://www.youtube.com/watch?v=1REe3qSotx8][Lab: Ridge Regression and Lasso]]
** Reading List
1. [X] Subset Selection
   1. [X] Best Subset Selection
   2. [X] Stepwise Selection
   3. [X] Choosing the Optimal Model<commit_msg>finished the lectures for ch. 6<commit_after>[[../index.org][Main Index]]
[[../index.org][Reading List]]
[[../an_introduction_to_statistical_learning.org][Book]]

* Linear Model Selection and Regularization
** Lectures
   + [X] [[https://www.youtube.com/playlist?list=PL5-da3qGB5IB-Xdpj_uXJpLGiRfv9UVXI][Playlist]]
     + [X] [[https://www.youtube.com/watch?v=91si52nk3LA][Linear Model Selection and Best Subset Selection]]
     + [X] [[https://www.youtube.com/watch?v=nLpJd_iKmrE][Forward Stepwise Selection]]
     + [X] [[https://www.youtube.com/watch?v=NJhMSpI2Uj8][Backward Stepwise Selection]]
     + [X] [[https://www.youtube.com/watch?v=LkifE44myLc][Estimating Test Error Using Mallow’s Cp, AIC, BIC, Adjusted R-squared]]
     + [X] [[https://www.youtube.com/watch?v=3p9JNaJCOb4][Estimating Test Error Using Cross-Validation]]
     + [X] [[https://www.youtube.com/watch?v=cSKzqb0EKS0][Shrinkage Methods and Ridge Regression]]
     + [X] [[https://www.youtube.com/watch?v=A5I1G1MfUmA][The Lasso]]
     + [X] [[https://www.youtube.com/watch?v=xMKVUstjXBE][Tuning Parameter Selection for Ridge Regression and Lasso]]
     + [X] [[https://www.youtube.com/watch?v=QlyROnAjnEk][Dimension Reduction]]
     + [X] [[https://www.youtube.com/watch?v=eYxwWGJcOfw][Principal Components Regression and Partial Least Squares]]
     + [X] [[https://www.youtube.com/watch?v=3kwdDGnV8MM][Lab: Best Subset Selection]]
     + [X] [[https://www.youtube.com/watch?v=mv-vdysZIb4][Lab: Forward Stepwise Selection and Model Selection Using Validation Set]]
     + [X] [[https://www.youtube.com/watch?v=F8MMHCCoALU][Lab: Model Selection Using Cross-Validation]]
     + [X] [[https://www.youtube.com/watch?v=1REe3qSotx8][Lab: Ridge Regression and Lasso]]
** Reading List
1. [X] Subset Selection
   1. [X] Best Subset Selection
   2. [X] Stepwise Selection
   3. [X] Choosing the Optimal Model
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