Module one of Andre Karpathy's course is the most intuitive explanation I've seen. Working through backprop equations was a major hassle until I read those notes.

http://cs231n.github.io/

Here is a simple start! https://www.youtube.com/watch?v=N4gDikiec8E

That depends if you know calculus, preferably multivariable.