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Argonne Leadership Computing Facility

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Understanding Scalability and Fine-Grain Parallelism of Synchronous Data Parallel Training

Publications 2019 IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments (MLHPC)

DLHub: Model and Data Serving for Science

Publications 2019 IEEE International Parallel and Distributed Processing Symposium (IPDPS)

Publishing and Serving Machine Learning Models with DLHub

Publications PEARC '19: Proceedings of the Practice and Experience in Advanced Research Computing on Rise of the Machines (learning)

Performance, Energy, and Scalability Analysis and Improvement of Parallel Cancer Deep Learning CANDLE Benchmarks

Publications ICPP 2019: Proceedings of the 48th International Conference on Parallel Processing

Adaptive Learning for Concept Drift in Application Performance Modeling

Publications ICPP 2019: Proceedings of the 48th International Conference on Parallel Processing

Petrel: A Programmatically Accessible Research Data Service

Publications PEARC '19: Proceedings of the Practice and Experience in Advanced Research Computing on Rise of the Machines (learning)

Scalable reinforcement-learning-based neural architecture search for cancer deep learning research

Publications SC '19: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis

Neuromorphic Architecture Optimization for Task-Specific Dynamic Learning

Publications ACM

Balsam: Near Real-Time Experimental Data Analysis on Supercomputers

Publications APS

Light-Neutrino Exchange and Long-Distance Contributions to 0 ν 2 β Decays: An Exploratory Study on π π → e e

Publications APS

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