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 ###  Week 40 October 4-8
 - Lab Wednesday: Wrap up project 1
- Lecture Thursday: Writing a feed-forward Neural Network code for regression and classification
+- Lecture Thursday: Stochastic gradient methods and start discussion of neural networks
 - Lecture Friday:  Deep Learning and Neural Networks
 - Reading recommendations:
  - See lecture notes for week 40 at https://compphysics.github.io/MachineLearning/doc/web/course.html.