* Lecture 1. (Tue 10th, 14h00) Introduction to neural networks and open problems.
* Lecture 2. (Wed 11th, 14h00) Statement and proof of Gaussian Process (GP) limit. Tuning to criticality and analysis at large depth.
* Lecture 3. (Fri 12th, 10h00) Optimization in the GP limit using the Neural Tangent Kernel. More 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. Do not hesitate to contact me for any
further question (including directions!).
Should you be unable to come, here is the link to the event on Teams:
https://teams.microsoft.com/l/meetup-join/19%3arfsL73KX-fw86y1YnXq2nk5VnZFwPU-iIPEmqet8NCg1%40thread.tacv2/1671451751983?context=%7b%22Tid%22%3a%2224c5be2a-d764-40c5-9975-82d08ae47d0e%22%2c%22Oid%22%3a%22650fc4a8-4cec-4bd2-87bc-90d134074fe6%22%7d
The mini-course is organized by RoMaDS (
https://www.mat.uniroma2.it/~rds/events.php).
Best,
Michele