Elastic Consistency: A General Consistency Model for Distributed Stochastic Gradient Descent

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Abstract:

Machine learning has made tremendous progress in recent years, with models matching or even surpassing humans on a series of specialized tasks. One key element behind the progress of machine learning in recent years has been the ability to train machine learning models in large-scale distributed shared-memory and message-passing environ...More

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