updating notes with links

Author: mhjensen

doc/LectureNotes/_build/.doctrees/environment.pickle

@@ -465,9 +465,10 @@ <h2>Lecture Monday September 29, 2025<a class="headerlink" href="#lecture-monday
 <!-- o Automatic differentiation and gradient descent, examples using Logistic regression -->
 <ol class="arabic simple" start="2">
 <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>
+<li><p>Video of lecture at <a class="reference external" href="https://youtu.be/MS3Tv8FVArs">https://youtu.be/MS3Tv8FVArs</a></p></li>
+<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>
 </ol>
-<!-- o [Video of lecture](https://youtu.be/jdJoOrCIdII) -->
-<!-- o Whiteboard notes at <https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember30.pdf> --></section>
+</section>
 <section id="suggested-readings-and-videos">
 <h2>Suggested readings and videos<a class="headerlink" href="#suggested-readings-and-videos" title="Link to this heading">#</a></h2>
 <p><strong>Readings and Videos:</strong></p>