MS316B Fundamental Concepts in Scientific ML II
Main Organizer:
Prof.
Arif Masud
(
University of Illinois Urbana-Champaign
, United States
)
Chaired by:
Prof. George Karniadakis (Brown University , United States) , Prof. Assad Oberai (University of Southern California , United States)
Prof. George Karniadakis (Brown University , United States) , Prof. Assad Oberai (University of Southern California , United States)
Scheduled presentations:
-
Kernel Functions and Loss-embedded Closure Models for Discrepancy Modeling in Finite Strain Elastodynamics
-
Topological Deep Learning for PDE Simulations on Meshes
-
Uncertainty Quantification of Foundation Models for Scientific Machine Learning
-
Deep Operator Gaussian Process for Uncertainty Quantification of Operator Learning
-
Learning to Choose Optimizers
-
Development of a low-order model of Li-Ion cell using machine learning techniques
