A Visual and Interactive Look at Basic Neural Network Math
jalammar.github.io
jalammar.github.io
It's meant mainly to encourage people not to be intimidated by some of these concepts. Once you understand them, they turn out to be much simpler than would appear on the surface.
Any and all feedback is appreciated. Thanks!