SKM 2023 – wissenschaftliches Programm

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TT: Fachverband Tiefe Temperaturen

TT 13: Focus Session: Physics Meets ML II – Understanding Machine Learning as Complex Interacting Systems (joint session DY/TT)

TT 13.1: Hauptvortrag

Montag, 27. März 2023, 15:00–15:30, ZEU 250

The challenge of structured disorder in statistical physics — •Marc Mezard — Bocconi University, Milano

Statistical physics offers many interesting tools to study machine learning. In most cases it needs to use a statistical ensemble of data. Most of the theoretical work has relied on unstructured data. Yet, the highly structured character of data used in training deep networks is a crucial ingredient of their performance. Modelling structured data, analyzing the learning and the generalization of deep networks trained on this data, are major challenges. This talk will describe several recent developments in this direction.