> it is classic neural nets. It makes no mention of CNNs or GPUs

Is using a GPU "essential" for something to be deep learning? I'd always thought that the important part was some sort of hierarchical representation learning.

GPUs certainly help, in that you don't want to wait all day while your code does that, but they're not necessary.