[jeffersonheard]

You can't rightly say in either medicine or machine learning that the latter method is "better" than the former. You need the former to make progress past whatever local maximum your buckshot approach gets you. If you don't understand how it works, then eventually all the refinements lead to overfitting in machine learning and superstition in medicine.