>Isn't this how human brains work? We're just large probabilistic neural inference machines. A network of neural weights guided by past training.

Artificial neural nets are merely cartoons of how people guess human brains work. They're likely much further from reality than, say, the fundamental laws of physics which can be experimentally verified or disproved.