[discussion] when is deep learning a bad idea? • /r/MachineLearning

It seems like there isn't a week in which deep learning doesn't come up as achieving some kind of remarkable task. I understand that one of the powers of deep learning is that it is capable of learning the features. This capacity seems totally decoupled from the underlaying problem. So basically I read this as "no matter what problem you have... You can use deep learning".