Seminari del Dipartimento di Matematica

Seminario del 2025

From regularisation theory to machine learning

nel ciclo di seminari: INTERNATIONAL PHD SUMMER SCHOOL "MATHEMATICS AND MACHINE LEARNING FOR IMAGE ANALYSIS "

analisi numerica

We will introduce the basic concepts of (deterministic) regularisation theory and discuss model- and data-driven regularisations. We will discover how these concepts can be utilised to optimally sample data in magnetic resonance imaging and single-pixel camera applications, or to construct decoders for trained encoders in deep learning without additional training of the decoder.