Communication-efficient Decentralized Machine Learning over Heterogeneous Networks
2021 IEEE 37th International Conference on Data Engineering (ICDE)(2021)
摘要
In the last few years, distributed machine learning has been usually executed over heterogeneous networks such as a local area network within a multi-tenant cluster or a wide area network connecting data centers and edge clusters. In these heterogeneous networks, the link speeds among worker nodes vary significantly, making it challenging for state-of-the-art machine learning approaches to perform...
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关键词
distributed machine learning,decentralized machine learning,heterogeneous network,communication efficiency
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