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Research
November 2, 2022
min read
AMP: Automatically Finding Model ParallelStrategies with Heterogeneity Awareness
NeurIPS 2022
Author
Petuum Team
Managed Communication and Consistency for Fast Data-Parallel Iterative Analytics
August 27, 2015
min read
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A New Look at the System, Algorithm and Theory Foundations of Distributed Machine Learning
July 31, 2015
min read
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Learning Answer-Entailing Structures for Machine Comprehension
July 15, 2015
min read
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PETUUM: A New Platform for Distributed Machine Learning on Big Data
June 1, 2015
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LightLDA: Big Topic Models on Modest Compute Clusters
May 18, 2015
min read
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Petuum: A New Platform for Distributed Machine Learning on Big Data
March 1, 2015
min read
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Analysis of High-Performance Distributed ML at Scale through Parameter Server Consistency Models
January 25, 2015
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On Model Parallelization and Scheduling Strategies for Distributed Machine Learning
March 8, 2014
min read
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More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server
December 5, 2013
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