June 10, 2021 - Lukin- Harnessing Quantum Matter Data Revolution

Mikhail Lukin – Harvard University -Exploring New Scientific Frontiers with Programmable Quantum Systems
Andrew Wilson - Courant Institute, New York University - Bayesian Neural Nets, GPs
0:00:00 Mikhail Lukin - Exploring New Scientific Frontiers with Programmable Quantum Systems
0:05:19 Introduction to cold neutral Rydberg atoms
0:16:42 Quantum simulations using atom arrays
0:32:58 Quantum phases on square lattice
0:42:38 Probing topological spin liquids
0:53:28 Conclusion
0:56:57 Questions
1:06:08 Andrew Wilson - Bayesian Neural Nets
1:07:05 Revisiting maximum likelihood estimation
1:16:50 Adding a prior belief
1:23:34 Posterior distribution
1:29:14 Regular optimization using prior as regularizer
1:44:43 Observation model for classification
1:50:56 Estimating Bayesian integral over posterior
1:59:35 Function-space view
2:06:35 Sanae Lotfi - Probabilistic modelling
2:18:46 Cole Miles - CCNN