The human brain is a black-box and no one argues against using it. Well, nobody's against using the brain, but the current trend in most subject domains is to

The human brain is a black-box and no one argues against using it. Well, nobody's against using the brain, but the current trend in most subject domains is to avoid overrelying on intuition, and checking and supporting the conclusions using structured thinking methods, i.e. logic. That is, deep learning is an intuition, and you have to have a high-level explanatory/verification mechanism that would support or reject the answer.