Mark my words, in the next couple of years we&#x27;ll see custom silicon that massively improves performance per watt for DNNs by using fixed point, quantization, and saturation arithmetic. The gain in performance per watt will be at least an order of magnitude. This will make DNNs worthwhile in a lot more classification problems where currently they are simply too slow.