Join us for the CPS Division Meeting today at 2:00PM CT Speaker: Nesar Ramachandra Title: Scientific Machine Learning for Astrophysical Studies Abstract: Significant amount of machine learning (ML) applications on scientific data have hinted at the remarkable versatility of artificial intelligence (AI) in the era of exa-scale computation and data-driven modeling. However, unique challenges in Cosmology require a transition from heuristic applications of ML frameworks to domain-aware AI systems. A subset of these crucial issues will be discussed in this talk, with an emphasis on the adaptation of numerical simulations, explainability of AI models, uncertainty quantification, and scalability with state-of-the-art computational architectures. Bayesian inference of cosmological parameters using surrogate modeling, redshift estimation of galaxies, strong lensing studies and other key topics at the intersection of computation cosmology and scientific machine learning will be explored. Schedule<https://events.cels.anl.gov/category/9/> The CPS Division is inviting you to a scheduled ZoomGov meeting. Join ZoomGov Meeting https://argonne.zoomgov.com/j/1619902756?pwd=cEpWUU1DbUU1OGhKbmdObzZIdEMvZz0... Meeting ID: 161 990 2756 Passcode: 007318 One tap mobile +16692545252,,1619902756# US (San Jose) +16468287666,,1619902756# US (New York) Dial by your location +1 669 254 5252 US (San Jose) +1 646 828 7666 US (New York) +1 551 285 1373 US +1 669 216 1590 US (San Jose) Meeting ID: 161 990 2756 Find your local number: https://argonne.zoomgov.com/u/acka13FO9m