This is the big problem when an technique breaks through to name recognition in mass media. The last big one was SVM/kernel methods but it wasn't this bad. Now we have lots of people running around wanting to hit things with the "Deep Learning" hammer, with no real idea where it is appropriate (or worse, offering to do it for your company without much better understanding)