The class site is at http://www.anishathalye.com/mathematics-of-deep-learning/
I'll be uploading lecture videos at some point and linking to them from here. If you're going through the material (slides, notes, and Jupyter notebooks) in this repository independently, I highly recommend either watching the lecture videos or reading through the presenter notes while reading the slides.
- Introduction (
00-xx) - Key ideas, part 1 (
01-xx)- Program search
- Gradient descent
- Computational graphs
- Backpropagation
- Key ideas, part 2 (
02-xx)- Search spaces
- Hands-on (
03-xx)- Adversarial examples
- Transfer learning
All rights reserved. Please do not copy or redistribute without permission.