Tutorial: Getting Your Hands Dirty with Neural Networks and Field Theory

Abstract: In this hands-on code-based tutorial, we will compute correlations in neural network field theory and demonstrate how interactions shut off in a large-N limit. Time permitting, we'll realize global symmetries and exemplify unitary NN-FTs on a lattice.

You, too, will code during this tutorial! Here is a draft for what we will work on: https://colab.research.google.com/drive/1ZJuMyzLYGYM5j_TsjxZXAFwiKqPlIUNe?usp=sharing#scrollTo=e5c9485b-2444-450d-bbe7-3cd2cb60880f