Schedule
10:00a - 10:10a
Welcome and Introductions
Welcome and Introductions
Alex Hexemer
10:10a - 10:30a
Introduction to ML at the ALS
Introduction to ML at the ALS
Nathan Melton
10:30a - 10:45a
What you get for free when using Euclidean symmetry equivalent neural networks: geometry, geometric tensors, selection rules, space groups, 2nd order phase transitions, real and reciprocal space
What you get for free when using Euclidean symmetry equivalent neural networks: geometry, geometric tensors, selection rules, space groups, 2nd order phase transitions, real and reciprocal space
Tess Smidt, CRD
10:45a - 11:00a
Machine Vision for X-ray Imaging, Intelligent Search & AutoML
Machine Vision for X-ray Imaging, Intelligent Search & AutoML
Dani Ushizima, CRD
11:00a - 11:15a
AI-enabled X-ray Science
AI-enabled X-ray Science
Mathew Cherukara, APS
Break 11:15a - 11:25a
11:25a - 12:00p
Discussion
Discussion
Open forum
12:00p - 1:00p
Zoom will be kept open for those who would like to continue discussion
10:00a - 10:10a
Welcome and Introductions
Welcome and Introductions
Alex Hexemer
10:10a - 10:25a
Domain-Aware Gaussian-Process-Driven Autonomous Data Acquisition under Uncertainty
Domain-Aware Gaussian-Process-Driven Autonomous Data Acquisition under Uncertainty
Marcus Noack, CAMERA
10:25a - 10:40a
Invariant Variational Autoencoders for Discovery of Symmetries and Physical Mechanisms
Invariant Variational Autoencoders for Discovery of Symmetries and Physical Mechanisms
Sergei Kalinin, CNMS
10:40a - 10:55a
Learning to grow: Control of materials self-assembly using evolutionary reinforcement learning
Learning to grow: Control of materials self-assembly using evolutionary reinforcement learning
Steve Whitelam, TMF
10:55a - 11:10a
AI for Accelerated Materials Discovery & Design
AI for Accelerated Materials Discovery & Design
Subramanian Sankaranarayanan, CNM
Break 11:10a - 11:20a
11:20a - 12:00p
Discussion
Discussion
Open forum
12:00p - 1:00p
Zoom will be kept open for those who would like to continue discussion