I agree that the initial human classifier is the "general feel". My distinguishing point is in the retraining. We can form conceptual constructions of what we

I agree that the initial human classifier is the "general feel". My distinguishing point is in the retraining. We can form conceptual constructions of what we see to resolve training correction, and once that is bootstrapped, carry the formed concepts and the meta-cognitive capability of concept creation over into new contexts. If we've only seen automobiles, then all of a sudden are introduced to trains, 18-wheelers, motorcycles, etc, we are challenged to conceptually organize and discover the differences between these classifications. There's still a fair amount of "feel" in weird overlap cases, but the conceptual distinction is created after the fact. There is no mechanism for that in NNs.