How does a human know what Obama looks like? They memorized thousands of images[1] of him, most of which were by professional photographers and, hence, copyrighted.

At what point is a neural network sophisticated enough that it can be compared to human learning for copyright purposes?

[1]: For most people at least. Some will have actually seen him in person, and for those this statement would of course not be true.