Well it's not called Mysterious Learning or Different Learning for a reason. In fact, with how many misnomers there are in the world, I think Deep Learning is

Well it's not called Mysterious Learning or Different Learning for a reason. In fact, with how many misnomers there are in the world, I think Deep Learning is actually a pretty great name, all things considered. It properly communicates (imo) that the training data and resulting weights are complex enough that just looking at the learning/training process on its own is not sufficient to understand the resulting system (vs other "less deep" machine learning where it mostly is).