Wow, this is really a great resource. I wish it had been available a few years back when I took the free online version of CS231n. The hardest part (for me, anyway) was the long-forgotten Calculus needed for backprop. Especially as applied to matrices. I struggled at the time to find accessible explanations of many of the matrix operations, and you seem to have it all laid out here. Thank you.