[SpaceManNabs]

> deep connection between neural networks and differential or algebraic geometry

I disagree with how you came to this conclusion (because it ignores non-linearity of neural networks), but this is pretty true. Look up gauge invariant neural networks.

Bruna et al. Mathematics of deep learning course might also be interesting to you.