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).