On June 15, 2019, this interdisciplinary event in San Francisco brought together researchers and practitioners to address deep learning, reinforcement learning, robustness, fairness, ethics and the future of data science.

Lectures and panels with corresponding video timestamps follow:

– (0:00) Introduction
(Jeannette Wing, Columbia University)

– (5:41) Keynote Talk: "Making the Black Box Effective: What Statistics Can Offer"
(Emmanuel Candès, Stanford University, with Introduction by David Madigan, Columbia University)

– (40:22) Panel: Deep Learning, Reinforcement Learning, and Role of Methods in Data Science
(Moderator: Joseph Gonzalez, University of California Berkeley; Panelists: Shirley Ho, Flatiron Institute, Sham Kakade, University of Washington, Suchi Saria, Johns Hopkins University, Manuela Veloso, J.P. Morgan AI Research, Carnegie Mellon University)

– (1:34:50) Panel: Robustness and Stability in Data Science (part 1)
(Moderator: Ryan Tibshirani, Carnegie Mellon University; Panelists:
Aleksander Madry, Massachusetts Institute of Technology,
Xiao-Li Meng, Harvard University, Richard J. Samworth, University of Cambridge & The Alan Turing Institute, Bin Yu, University of California, Berkeley)

– (1:56:58) Panel: Robustness and Stability in Data Science (part 2)

– (2:29:20) Panel: Fairness and Ethics in Data Science (Moderator: Yannis Ioannidis, National and Kapodistrian University of Athens
Panelists: Joaquin Quiñonero Candela, Facebook, Alexandra Chouldechova, Carnegie Mellon University, Andrew Gelman, Columbia University, Kristian Lum, Human Rights Data Analysis Group (HRDAG)

– (4:04:19) Keynote Talk: "Deep Learning for Tackling Real-World Problems"
(Jeffrey Dean, Google, with introduction by Suchi Saria, Johns Hopkins University)

– (4:36:00) Keynote Talk: "Machine Learning: A New Approach to Drug Discovery" (Daphne Koller, insitro, with introduction by Kristian Lum, Human Rights Data Analysis Group)

– (5:23:57) Panel: Future of Data Science (Moderator: David Madigan, Columbia University; Panelists: Michael I. Jordan, University of California, Berkeley, Jeannette Wing, Columbia University)

– Closing Remarks: David Madigan and Jeannette Wing, Columbia University