Purely video-based though, no materials at all, no transcript. That's a no-go for me.

Videos are also really short. If you don't already know how neural networks work, you won't learn it here.

This, I think, is more of a library demonstration than anything.

It does start really basic, with a single logistic classifier. I think you'd have to be pretty motivated to learn how neural networks work from this course, but it seems possible. If you don't know any machine learning at all, then you probably wouldn't be able to.

I must have gone blind, thank you :)