[dumitrue]

Basically not true (anymore). If you take the model that is described by Hinton et al and apply it to some vision task for which you generated a lot of data, it will invariably work better than the competition, almost out of the box (yeah you have to try a few learning rates, but that basically the case for any ML algorithm). It's pretty amazing actually.