the degrees to which the (non)deterministic and (non)atomistic models of the universe have predictive power aside — yes, sure: you should expect a well traine

the degrees to which the (non)deterministic and (non)atomistic models of the universe have predictive power aside — yes, sure: you should expect a well trained NN to have an internal structure that approximates that of the statistical distribution of encoded features of the training data into the latent space of the model. that’s very nearly the definition of “trained”.