No one really knows how the most advanced algorithms do what they do. That could be a problem.

Source: There’s a big problem with AI: even its creators can’t explain how it works

It’s a good run down of some of the places where accountability (self-driving cars, medical recommendations, AI driven tanks and drones, Siri, etc) is very important in order to understand, use and trust the choices a deep learning AI uses.