Session • SC20

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Workshop: Machine Learning in HPC Environments

Session Chairs

Nvidia Corporation

Offenburg University of Applied Sciences

Fraunhofer Institute for Industrial Mathematics

Oak Ridge National Laboratory (ORNL)

North Carolina State University

Event TypeWorkshop

Registration Categories

TimeThursday, 12 November 202010am - 5:20pm EDT

LocationTrack 3

Presentations

10:00am - 10:10am EDT	Introduction: Machine Learning in HPC Environments Organizers Seung-Hwan Lim Xipeng Shen Janis Keuper Michael Houston
10:10am - 11:10am EDT	Fairness, Accountability, Transparency, and Ethics in Computer Vision Presenter Timnit Gebru
11:10am - 11:25am EDT	Machine Learning in HPC Environments – Break
11:25am - 11:55am EDT	EventGraD: Event-Triggered Communication in Parallel Stochastic Gradient Descent Author/Presenters Soumyadip Ghosh Vijay Gupta
11:55am - 12:25pm EDT	A Benders Decomposition Approach to Correlation Clustering Author/Presenters Jovita Lukasik Margret Keuper Maneesh Singh Julian Yarkony
12:25pm - 12:55pm EDT	Accelerating GPU-Based Machine Learning in Python Using MPI Library: A Case Study with MVAPICH2-GDR Author/Presenters Seyedeh Mahdieh Ghazimirsaeed Quentin Anthony Aamir Shafi Hari Subramoni Dhabaleswar K. (DK) Panda
12:55pm - 2:30pm EDT	Machine Learning in HPC Environments – Lunch Break
2:30pm - 3:30pm EDT	Keynote: Michael Garland - Programming Systems of Data Presenter Michael Garland
3:30pm - 4:00pm EDT	Accelerate Distributed Stochastic Gradient Descent for Nonconvex Optimization with Momentum Author/Presenters Guojing Cong tianyi liu
4:00pm - 4:15pm EDT	Machine Learning in HPC Environments – Break
4:15pm - 4:45pm EDT	High-Bypass Learning: Automated Detection of Tumor Cells that Significantly Impact Drug Response Author/Presenters Justin Wozniak Hyunseung Yoo Jamaludin Mohd-Yusof Bogdan Nicolae Richard Turgeon Nick Collier Jonathan Ozik Thomas Brettin Rick Stevens
4:45pm - 5:15pm EDT	Deep Generative Models that Solve PDEs: Distributed Computing for Training Large Data-Free Models Author/Presenters Sergio Botelho Ameya Joshi Biswajit Khara Vinay Rao Soumik Sarkar Chinmay Hegde Santi Adavani Baskar Ganapathysubramanian
5:15pm - 5:20pm EDT	Machine Learning in HPC Environments – Concluding Remarks