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10 Dec 2020
Enrique Zuazua
Turnpike control and deep learning
12 Nov 2020
Omar Ghattas
Parsimonious structure-exploiting deep neural network surrogates for Bayesian inverse problems
29 Oct 2020
Jan S. Hesthaven
Nonintrusive reduced order models using physics informed neural networks
17 Sep 2020
Maxime Sermesant
Artificial Intelligence and Personalised Cardiac Modelling: Learning by Heart
16 Jul 2020
Gitta Kutyniok
Deep Learning meets Parametric Partial Differential Equations
25 Jun 2020
George Karniadakis
Physics-Informed Neural Networks (PINNs): An alphabet of Algorithms for Diverse Applications
30 Jan 2020
Pierluigi Contucci
A mathematical-physics approach to machine learning
23 Jan 2020