Iโm not sure how concerned we should be that we donโt know how AI/ML is able to discern a picture of a dog from a picture of a monkey because I donโt know how I do that, either โ I just do.
Neuroscientifially speaking, that is, we have no idea.
In any model of the world there will be missed cases and overfitting. Itโs as true of humans as it is of machines.