HPC+AI-Enabled Real-Time Coherent X-ray Diffraction Imaging - IPAM at UCLA
Institute for Pure & Applied Mathematics (IPAM) via YouTube
Overview
Syllabus
Intro
OUTLINE: AI4SCIENCE
X-RAY LIGHT SOURCES OF THE WORLD
THE ADVANCED PHOTON SOURCE @ ARGONNE
X-RAY MICROSCOPY IN A NUTSHELL
MOTIVATION: DATA RATES AND COMPUTE NEEDS
MOTIVATION 2: INVERSE PROBLEMS IN
MOTIVATION 3: REAL-TIME FEEDBACK
REINVENTING COHERENT IMAGING DATA INVERSION
AI@EDGE ENABLES REAL-TIME PTYCHOGRAPHY
HPC+AI@EDGE TRANSFORMS EXPERIMENTAL SCIENCE
3D BCDI NN: FASTER, MORE ACCURATE
AI-GUIDED PHASING
AUTOPHASENN IN COHERE
TAILORED DL SOLUTIONS FOR DIFFERENT MODALITIES
TRAINING SMART ACQUISITION NETWORK
AI@EDGE DRIVES THE EXPERIMENT
OPEN SOURCE CODE + DATA
APSU CHALLENGES
OPEN QUESTIONS (Selected) Things that we need help with
Taught by
Institute for Pure & Applied Mathematics (IPAM)