What about "deep learning" combined with lots of data ? teams using the technique have won some competitions in kaggle , while doing little feature engineering

What about "deep learning" combined with lots of data ? teams using the technique have won some competitions in kaggle , while doing little feature engineering(which is usually the part which you put domain knowledge) . And it had shown better results than current systems for big problems like voice recognition and image recognition(the famous google cat experiment).