Was about to write the same comment. Plus, i must say every time i hear some function is going to be performed via a NN, i'm thinking that my device is becoming more and more random in the way its behave. Which i really don't like.

At least when some classical algorithm fails at performing certain task, people talk of the failure as a bug. Not as something that's "probably going to be solved with more training data".