[tansey]

The promise of deep learning is that you will not have to do feature engineering. You give it raw features, like the pixels in the image, and then it discovers the latent features as you train it.

So in a very real sense, yes we are limited by computational abilities. Humans take in millions (billions?) of raw sensory inputs constantly. Scaling current ML methods to that level is a serious computational challenge.