SKM 2023 – wissenschaftliches Programm
DY 11: Focus Session: Physics Meets ML II – Understanding Machine Learning as Complex Interacting Systems (joint session DY/TT)
DY 11.2: Hauptvortrag
Montag, 27. März 2023, 15:30–16:00, ZEU 250
The emergence of concepts in shallow neural-networks — •Elena Agliari — Piazzale A. Moro 5, 00185 Roma
In the first part of the seminar I will introduce shallow neural-networks from a statistical-mechanics perspective, focusing on simple cases and on a naive scenario where information to be learnt is structureless. Then, inspired by biological information-processing, I will enrich the framework and make the network able to successfully and cheaply handle structured datasets. Results presented are both analytical and numerical.