The deep learning boom caught almost everyone by surprise

The deep learning boom caught deep-learning researchers by surprise because deep-learning researchers don't understand their craft well enough to predict essential properties of their creations.

A model is grown, not crafted like a computer program, which makes it hard to predict. (More precisely, a big growth phase follows the crafting phase.)