> For a lot of cases you don't really need that much performance. Modern processors are plenty fast. It seems that current push to use GPU also pushes people towards GPU oriented solutions, such as using huge NNs for more or less anything, while other approaches would in many cases be magnitudes more efficient and robust.

for instance?