updating notes with links
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@@ -465,9 +465,10 @@ doconce format html week40.do.txt --no_mako -->
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<!-- o Automatic differentiation and gradient descent, examples using Logistic regression -->
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<ol class="arabic simple" start="2">
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<li><p>Start with the basics of Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model</p></li>
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<li><p>Video of lecture at <a class="reference external" href="https://youtu.be/MS3Tv8FVArs">https://youtu.be/MS3Tv8FVArs</a></p></li>
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<li><p>Whiteboard notes at <a class="github reference external" href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek40.pdf">CompPhysics/MachineLearning</a></p></li>
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</ol>
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<!-- o [Video of lecture](https://youtu.be/jdJoOrCIdII) -->
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<!-- o Whiteboard notes at <https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember30.pdf> --></section>
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</section>
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<section id="suggested-readings-and-videos">
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<h2>Suggested readings and videos<a class="headerlink" href="#suggested-readings-and-videos" title="Link to this heading">#</a></h2>
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<p><strong>Readings and Videos:</strong></p>
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