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SC20 Virtual Platform
Workshop: Machine Learning in HPC Environments
Event TypeWorkshop
Registration Categories
W
TimeThursday, 12 November 202010am - 5:20pm EDT
LocationTrack 3
Presentations
10:00am - 10:10am EDTIntroduction: Machine Learning in HPC Environments
10:10am - 11:10am EDTFairness, Accountability, Transparency, and Ethics in Computer Vision
Presenter
11:10am - 11:25am EDTMachine Learning in HPC Environments – Break
11:25am - 11:55am EDTEventGraD: Event-Triggered Communication in Parallel Stochastic Gradient Descent
11:55am - 12:25pm EDTA Benders Decomposition Approach to Correlation Clustering
12:25pm - 12:55pm EDTAccelerating GPU-Based Machine Learning in Python Using MPI Library: A Case Study with MVAPICH2-GDR
12:55pm - 2:30pm EDTMachine Learning in HPC Environments – Lunch Break
2:30pm - 3:30pm EDTKeynote: Michael Garland - Programming Systems of Data
3:30pm - 4:00pm EDTAccelerate Distributed Stochastic Gradient Descent for Nonconvex Optimization with Momentum
Author/Presenters
4:00pm - 4:15pm EDTMachine Learning in HPC Environments – Break
4:15pm - 4:45pm EDTHigh-Bypass Learning: Automated Detection of Tumor Cells that Significantly Impact Drug Response
4:45pm - 5:15pm EDTDeep Generative Models that Solve PDEs: Distributed Computing for Training Large Data-Free Models
5:15pm - 5:20pm EDTMachine Learning in HPC Environments – Concluding Remarks
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