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Morten Hjorth-Jensen
2024-08-26 13:07:33 +02:00
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@@ -17,6 +17,7 @@ o Monday: Ridge and Lasso regression and Singular Value Decomposition
=== Reading recommendations: ===
o These lecture notes
o "Video of lecture":"https://youtu.be/VKakN-e4aUA"
o Goodfellow, Bengio and Courville, Deep Learning, chapter 2 on linear algebra and sections 3.1-3.10 on elements of statistics (background)
o Raschka et al on preprocessing of data, relevant for exercise 3 this week, see chapter 4.
o For exercise 1 of week 35, the book by A. Aldo Faisal, Cheng Soon Ong, and Marc Peter Deisenroth on the Mathematics of Machine Learning, may be very relevant. In particular chapter 5 at URL"https://mml-book.github.io/" (section 5.5 on derivatives) is very useful for exercise 1 this coming week.