"Does deep learning help?" I think that Jeremy Howard's results with FastAI do strongly suggest that deep learning helps. Specifically, it can be very quick to

"Does deep learning help?" I think that Jeremy Howard's results with FastAI do strongly suggest that deep learning helps. Specifically, it can be very quick to train a language model with your own data... so quick that he doesn't even bother starting with pre-trained weights.