Final Schedule
Location: Building 59, Room 3101 (unless specified)
Day 1 (April 2nd):
8:00 - 8:45: Breakfast
8:45 – 9:00: Welcome and charge for the day (David L. Brown, LBNL)
9:00 – 9:45: Keynote lecture by Nathan Kutz (UW): "Prospects for Machine Learning and AI in the Engineering and Physical Sciences" (slides)
9:45 – 10:30: Panel discussion interpretability and robustness of ML (David Barajas-Solano (lead), Nathan Kutz, Juliane Müller, Bhavya Kailkhure)
10:30 -11:00: break
11:00 -11:45: Keynote lecture by Bill Collins (Berkeley): “Machine Learning for Climate Extremes: Training is Everything” (slides)
11:45 -12:30: Panel discussion ML for science applications (Aydin Buluc (lead), Bill Collins, Julie Bessac, Sidhant Misra)
12:30 -1:30: Working lunch (discussion topic: “What conditions determine the most suitable ML method?”)
1:30 - 2:15: Keynote lecture by Cynthia Phillips (Sandia): "Data Science Challenges for National Security" (slides)
2:15 – 3:00: Panel discussion on multi-modality and high-dimensionality in DA (Kara Peterson (lead), Cynthia Phillips, Christine Klymko, Shuaiwen Song)
3:00 - 3:30: break (PM Snack w/Coffee & Tea)
3:30 – 4:15: Keynote lecture by John Turner (ORNL): "Simulation of Metal Additive Manufacturing Processes at the Fidelity of the Microstructure" (slides)
4:15 - 5:00: Panel discussion on DA for science applications (Pablo Seleson (lead), John Turner, Sarah Powers, Tim Wildey)
5:00 – 6:00: Travel to dinner site
6pm: Dinner (topic: Workforce development for DOE’s ML and DA needs) at Zut Tavern
Day 2 (April 3rd):
8:30 - 9:00: Breakfast
9:00 – 9:15: Responses to pre-workshop questions and charge for the day (Aydin Buluc)
9:15-10:30: Parallel breakout sessions #1 (smaller group meets in Room 4102)
- Group A: Interpretability of ML (lead: Xiu Yang)
- Group B: High dimensional data analysis (lead: Jayaraman Thiagarajan)
10:30 - 11:00 break
11:00-11:45: Report back on breakout sessions #1 (via slides)
11:45 – 12:45: Working lunch (discussion topic: “The future of inter-office collaborations (e.g. between ASCR and BES/BER/HEP/FES/NP as well as between SC and NNSA)”)
12:45 – 2:00: Parallel breakout sessions #2 (smaller group meets in Room 4102)
- Group A: Multi-modality in DA (lead: Gowri Srinivasan)
- Group B: Robustness of ML (lead: Emil Constantinescu)
2:00-2:45: Report back on breakout sessions #2 (via slides)
2:45-3:15: Break
3:15-4:30: Outline of workshop report and assignment of writing tasks
4:30-5:00: Brainstorming for the next two visioning workshops
5pm: Wrap up