SKM 2023 – wissenschaftliches Programm

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DY: Fachverband Dynamik und Statistische Physik

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.