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06/16/2023
ZeRO++: Extremely Efficient Collective Communication for Giant Model Training
Zero Redundancy Optimizer (ZeRO) has been used to train a wide range of ...
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12/16/2021
Learning Interpretable Models Through Multi-Objective Neural Architecture Search
Monumental advances in deep learning have led to unprecedented achieveme...
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12/05/2019
Merlin: Enabling Machine Learning-Ready HPC Ensembles
With the growing complexity of computational and experimental facilities...
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10/05/2019
Parallelizing Training of Deep Generative Models on Massive Scientific Datasets
Training deep neural networks on large scientific data is a challenging ...
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07/19/2019
Scalable Topological Data Analysis and Visualization for Evaluating Data-Driven Models in Scientific Applications
With the rapid adoption of machine learning techniques for large-scale a...
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01/30/2019