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update week 47

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Morten Hjorth-Jensen
2022-11-21 12:34:30 +01:00
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doc/src/week47/week47.do.txt
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@@ -5,14 +5,17 @@ DATE: today
!split
===== Overview of week 47 =====
* _Thursday_: Support Vector Machines, classification and regression.
* _Friday_: Support Vector Machines and Summary of Course
* _Thursday_: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering
* _Friday_: PCA and clustering and Summary of Course
_Excellent video_:
o We recommend highly the video on PCA by "Brunton and Kutz":"http://www.databookuw.com/page-2/page-4/", see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.
o "And another good video on PCA":"https://www.youtube.com/watch?v=FgakZw6K1QQ"
o "k-means clustering video":"https://www.youtube.com/watch?v=4b5d3muPQmA"
_Reading recommendations:
o Geron's chapter 5.
o Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones)
o Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones
o Geron's chapter 9 on PCA
o Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)