I always seem to internalize concepts like this better using code, vs. formal math or abstract explanations. I learned basic neural networks that way using this book last year:

https://www.amazon.com/gp/product/B01EER4Z4G/

Everybody learns different, but I'm wondering how many HN readers are "code-first" sorts of learners?