This is a guide of guides of what's available over the internet. Machine Learning might not be as hard as we once thought..
This list curates somewhat less popular resources on the internet, with a focus on the math background. There are so many other videos, MOCCs that are good and accessible. Chris Olah's blog is still my favourite so far
What we want to acheive:
Learning = Representation + Optimzation
Manifold and Topology
Probability and Info T. from Deep Learning Book
Calculus on Backpropagation
Calculus on CNN (credits to Anthony)
If you have more to recommend, please let me know!
cover photo from OpenAi