Dear all,
In order to start the year in the best possible way, RoMaDS ( https://www.mat.uniroma2.it/~rds/events.php ) will host Boris Hanin (Princeton University) at Tor Vergata from the 10th to the 13th of January 2023. Boris will give a 6 hours mini-course about
Neural networks and Gaussian processes.
The course will be addressed also to non-experts of the field, it will be divided in 3 slots of 2 hours each and the tentative program is as follows: Lecture 1. (Tue 10th, 14h00) Introduction to neural networks. Statement of Gaussian Process (GP) limit. Proof of GP limit. Lecture 2. (Wed 11th, 14h00) Tuning to criticality and analysis at large depth. Lecture 3. (Fri 12th, 10h00) Optimization in the GP limit using the Neural Tangent Kernel. Open problems. All the lectures will be held in Aula Dal Passo, Department of Mathematics - Tor Vergata university, and we do encourage in-person participation. Should you be unable to come, here is the link to the event on Teams:
https://teams.microsoft.com/l/meetup-join/19%3arfsL73KX-fw86y1YnXq2nk5VnZFwP...
Best,
Michele