True, but it's useful to get an intuitive understanding quickly. This doesn't go into the various loss functions or neuron types or matrices, just play-with-it level intuition. I bookmarked it under "Research/MachineLearning/Intro"
I am planning on building a simulation of the back-prop algorithm though!