cleaning up lecture notes

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Morten Hjorth-Jensen
2024-09-02 16:33:30 +02:00
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<li><p>Linear Regression, ordinary least squares, Ridge and Lasso and links with Statistics</p></li>
<li><p>Recommended Reading: Goodfellow et al chapter 3 (till 3.11) on probability theory, see <a class="reference external" href="https://www.deeplearningbook.org/">https://www.deeplearningbook.org/</a></p></li>
<li><p>Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6 contain many useful hints which will also be relevant for the various projects as well.</p></li>
<li><p><a class="reference external" href="https://youtu.be/oHjqjUB36KE">Video of lecture</a></p></li>
<li><p><a class="reference external" href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf">Whiteboard notes</a></p></li>
</ul>
</li>
</ul>
<!-- * [Video of lecture](https://youtu.be/Kc20CFK0z7Y) -->
<!-- * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep7.pdf) -->
<ul class="simple">
<li><p>Material for the active learning sessions on Tuesday and Wednesday</p>
<ul>
<li><p>Summary from last week on discussion of SVD, Ridge and Lasso linear regression.</p></li>
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# * Recommended Reading: Goodfellow et al chapter 3 (till 3.11) on probability theory, see <https://www.deeplearningbook.org/>
#
# * Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6 contain many useful hints which will also be relevant for the various projects as well.
# <!-- * [Video of lecture](https://youtu.be/Kc20CFK0z7Y) -->
# <!-- * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep7.pdf) -->
#
# * [Video of lecture](https://youtu.be/oHjqjUB36KE)
#
# * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf)
#
# * Material for the active learning sessions on Tuesday and Wednesday
#
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