IMO machine learning has nothing to do with learning. It might be able to find out some patterns in the data set which can be very useful to recognize something like license plates etc. But unfortunately finding out patterns does not mean understanding them which is the fundamental of learning. Then the result is quite obvious and simple: you don't know what you don't know and you cannot transform something you don't understand.