1-1-1-1-1-1-1-1-1-1-1-1-1-1 From: Tushar Mittal <tmittal2@xxxxxxxxxxxx> *SZ4D Presents: Machine Learning & Artificial Intelligence Virtual Workshop, August 2-4, 2023* Please plan to attend the *SZ4D Virtual Workshop on Machine Learning and Artificial Intelligence (ML/AI) taking place August 2-4, 2023*, with three sessions focused on different themes. Each session will have three invited speakers (1hr), focused breakouts (1hr), & report back/synthesis (0.5hr). More details about each session and link to register in advance on our website <https://urldefense.com/v3/__https://nam10.safelinks.protection.outlook.com/?url=https*3A*2F*2Fsz4d.us14.list-manage.com*2Ftrack*2Fclick*3Fu*3Dece0efdd81bfc3e95eab5e7bb*26id*3D67b1b291a1*26e*3D290fd26e78&data=05*7C01*7Ctmittal*40psu.edu*7C0b7b506770764c0c531508db7e78a59a*7C7cf48d453ddb4389a9c1c115526eb52e*7C0*7C0*7C638242828899778675*7CUnknown*7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0*3D*7C3000*7C*7C*7C&sdata=Np*2BTcjqw8zHDe6Q0C5ScK9meAnUd2V*2BxjexMgLNyzlg*3D&reserved=0__;JSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSU!!IKRxdwAv5BmarQ!bU3yiMpMwt6XIEXmoVh53f-uqjNB-sjLVcnVzi9jto8OLGaQFPBWOQPqcxLnNFSYSq73e0qUbbsmFjvn9HsYQEFrgA$> and below. Workshop Objectives To get community input, buy-in, and feedback regarding what AI/ML approaches are most promising, and what specific steps are needed, to achieve SZ4D goals: 1) Connect useful techniques across domains to enable multi-disciplinary science, 2) Determine and prioritize focus areas for future proposals; and 3) Understand community needs for ML/AI training and community software. Organizers Daniel Trugman (University of Nevada Reno) Tushar Mittal (Penn State) Xuesong Ding (UT Austin) *Please register for each session individually* SESSION 1 | *Making Sense of Data with ML/AI* <https://urldefense.com/v3/__https://nam10.safelinks.protection.outlook.com/?url=https*3A*2F*2Fsz4d.us14.list-manage.com*2Ftrack*2Fclick*3Fu*3Dece0efdd81bfc3e95eab5e7bb*26id*3D149ec45731*26e*3D290fd26e78&data=05*7C01*7Ctmittal*40psu.edu*7C0b7b506770764c0c531508db7e78a59a*7C7cf48d453ddb4389a9c1c115526eb52e*7C0*7C0*7C638242828899778675*7CUnknown*7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0*3D*7C3000*7C*7C*7C&sdata=AgTlhk*2BAIA01YplTyte*2Flfq62gPwv6mXwSQlZgZsN0Y*3D&reserved=0__;JSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSU!!IKRxdwAv5BmarQ!bU3yiMpMwt6XIEXmoVh53f-uqjNB-sjLVcnVzi9jto8OLGaQFPBWOQPqcxLnNFSYSq73e0qUbbsmFjvn9HuvxXRQMw$> August 2, 9am-11:30am PDT <https://urldefense.com/v3/__https://nam10.safelinks.protection.outlook.com/?url=https*3A*2F*2Fsz4d.us14.list-manage.com*2Ftrack*2Fclick*3Fu*3Dece0efdd81bfc3e95eab5e7bb*26id*3D48d991bec9*26e*3D290fd26e78&data=05*7C01*7Ctmittal*40psu.edu*7C0b7b506770764c0c531508db7e78a59a*7C7cf48d453ddb4389a9c1c115526eb52e*7C0*7C0*7C638242828899778675*7CUnknown*7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0*3D*7C3000*7C*7C*7C&sdata=PRQMeEX9XZea879nH61*2Fo8SGEo*2Bfx*2BNO13kg440CPZc*3D&reserved=0__;JSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUl!!IKRxdwAv5BmarQ!bU3yiMpMwt6XIEXmoVh53f-uqjNB-sjLVcnVzi9jto8OLGaQFPBWOQPqcxLnNFSYSq73e0qUbbsmFjvn9HsPGXbcoQ$> Topics and Focus Areas - Detection of hidden patterns in geoscience data - Dimensionality reduction and clustering techniques - Methods enabling analysis and interpretation of large datasets - Denoising of time series - Transient and anomaly detection - Edge computing Confirmed Invited Speakers - Jannes Munchmeyer (ISTerre) - FEC - Evan Goldstein (UNC Greensboro) - LS - Matthew Head (U. Illinois) - MDE Register <https://urldefense.com/v3/__https://nam10.safelinks.protection.outlook.com/?url=https*3A*2F*2Fsz4d.us14.list-manage.com*2Ftrack*2Fclick*3Fu*3Dece0efdd81bfc3e95eab5e7bb*26id*3D3b532e6d0d*26e*3D290fd26e78&data=05*7C01*7Ctmittal*40psu.edu*7C0b7b506770764c0c531508db7e78a59a*7C7cf48d453ddb4389a9c1c115526eb52e*7C0*7C0*7C638242828899778675*7CUnknown*7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0*3D*7C3000*7C*7C*7C&sdata=LdZtYk*2F9bQraoBSiN3k4Q1bUojjxIpe4PTNd*2F2WWD*2Bk*3D&reserved=0__;JSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUl!!IKRxdwAv5BmarQ!bU3yiMpMwt6XIEXmoVh53f-uqjNB-sjLVcnVzi9jto8OLGaQFPBWOQPqcxLnNFSYSq73e0qUbbsmFjvn9HugAAtSug$> SESSION 2 | *Making Predictions with ML/AI* <https://urldefense.com/v3/__https://nam10.safelinks.protection.outlook.com/?url=https*3A*2F*2Fsz4d.us14.list-manage.com*2Ftrack*2Fclick*3Fu*3Dece0efdd81bfc3e95eab5e7bb*26id*3D12ca4fa898*26e*3D290fd26e78&data=05*7C01*7Ctmittal*40psu.edu*7C0b7b506770764c0c531508db7e78a59a*7C7cf48d453ddb4389a9c1c115526eb52e*7C0*7C0*7C638242828899778675*7CUnknown*7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0*3D*7C3000*7C*7C*7C&sdata=g7HSM56nj2X2ovT2hyPKaWcTqy0*2Bpab3z2Osdxpdq1k*3D&reserved=0__;JSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJQ!!IKRxdwAv5BmarQ!bU3yiMpMwt6XIEXmoVh53f-uqjNB-sjLVcnVzi9jto8OLGaQFPBWOQPqcxLnNFSYSq73e0qUbbsmFjvn9HvdyAyVoA$> August 3, 9am-11:30am PDT Topics and Focus Areas - Forecasting / time series datasets - Data assimilation - Causality and causal inference - Transfer learning across domains/regions - Generative models - Optimal experimental design Confirmed Invited Speakers - Christelle Wauthier (Penn State) - MDE - Diego Melgar (University of Oregon) - FEC - Chaopeng Shen (Penn State) - LS Register <https://urldefense.com/v3/__https://nam10.safelinks.protection.outlook.com/?url=https*3A*2F*2Fsz4d.us14.list-manage.com*2Ftrack*2Fclick*3Fu*3Dece0efdd81bfc3e95eab5e7bb*26id*3D8ba156e75b*26e*3D290fd26e78&data=05*7C01*7Ctmittal*40psu.edu*7C0b7b506770764c0c531508db7e78a59a*7C7cf48d453ddb4389a9c1c115526eb52e*7C0*7C0*7C638242828899778675*7CUnknown*7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0*3D*7C3000*7C*7C*7C&sdata=eWsGvK1p0kxRItRYps2tesPv*2F4YKh7WWcUXlWyAoqqQ*3D&reserved=0__;JSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJQ!!IKRxdwAv5BmarQ!bU3yiMpMwt6XIEXmoVh53f-uqjNB-sjLVcnVzi9jto8OLGaQFPBWOQPqcxLnNFSYSq73e0qUbbsmFjvn9Hv-Rgu_6g$> SESSION 3 | Facilitating Process-based Modeling with ML/AI August 4, 9am-11:30am PDT Topics and Focus Areas - Accelerating simulations/calculations with ML/AI - Reduced order models with ML/AI - Physics-informed ML - Bridging scales in space and time - Data-driven process or subgrid representation - Interpretable AI for geoscience Confirmed Invited Speakers - Anima Anandkumar (Caltech) - LS/MDE/FEC - Qingkai Kong (LLNL) - FEC - Hamed Oâ??Ghaffari (MIT) - MDE/FEC Register <https://urldefense.com/v3/__https://nam10.safelinks.protection.outlook.com/?url=https*3A*2F*2Fsz4d.us14.list-manage.com*2Ftrack*2Fclick*3Fu*3Dece0efdd81bfc3e95eab5e7bb*26id*3Da038e967e5*26e*3D290fd26e78&data=05*7C01*7Ctmittal*40psu.edu*7C0b7b506770764c0c531508db7e78a59a*7C7cf48d453ddb4389a9c1c115526eb52e*7C0*7C0*7C638242828899778675*7CUnknown*7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0*3D*7C3000*7C*7C*7C&sdata=fRCPhIFb*2BeAvWXliPfK6KZOFRGylu8aAMcAuI8n0IlQ*3D&reserved=0__;JSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJQ!!IKRxdwAv5BmarQ!bU3yiMpMwt6XIEXmoVh53f-uqjNB-sjLVcnVzi9jto8OLGaQFPBWOQPqcxLnNFSYSq73e0qUbbsmFjvn9HuqxrAmTw$> 1-1-1-1-1-1-1-1-1-1-1-1-1-1 ------------------------------
