Distributed Learning in the Nonconvex World: From batch data to streaming and beyond
arxiv(2020)
摘要
Distributed learning has become a critical enabler of the massively connected world that many people envision. This article discusses four key elements of scalable distributed processing and real-time intelligence: problems, data, communication, and computation. Our aim is to provide a unique perspective of how these elements should work together in an effective and coherent manner. In particular,...
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关键词
Distributed databases,Cost function,Neural networks,Real-time systems,Data models,Signal processing algorithms,Distributed processing
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