[a-dub]

I guess one upshot to the SVM approach is that there's math for quantifying how well a given model will generalize, subject to some assumptions.

Is there anything like that in the ANN world?

[computerex]

In short, no. Not for practically large models used in common tasks like image classification or speech to text.