update week 46

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Morten Hjorth-Jensen
2024-11-09 19:05:38 -05:00
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@@ -13,11 +13,11 @@ DATE: Week 46, November 11-15
!bblock Material for the lecture on Monday November 11, 2024
* Thursday: Basics of decision trees, classification and regression algorithms and ensemble models
* Readings and Videos:
* These lecture notes
# * These lecture notes
# * "Video of lecture":"https://youtu.be/PMswUwhYa7k"
# * "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov16.pdf"
* "Video on Decision trees":"https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn"
* Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from "STK-IN4300, lecture 7":"https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf". Chapter 9.2 of Hastie et al contains also a good discussion.
* Decision Trees: Rashcka et al chapter 6, voting and bagging are discussed in chapter 7. See also lecture from "STK-IN4300, lecture 7":"https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf".
!eblock