Empirical Analysis Dominating Economics

Have a look at this link. I'm intrigued by these machine learning techniques. My undergraduate Econometrics professor told us that when doing empirical work, we should always "let the theory guide the way." I think this was and is very useful advice in general. But I remember thinking way back then, "..but what if the theory is wrong?"