寒武纪系列论文,Manycompaniesaredeployingservices,eitherforconsumersorindustry,whicharelargelybasedonmachine-learningalgorithmsforsophisticatedprocessingoflargeamountsofdata.Thestate-of-the-artandmostpopularsuchmachine-learningalgorithmsareConvolutionalandDeepNeuralNetworks(CNNsandDNNs),whichareknowntobebothcomputationallyandmemoryintensive.Anumberofneuralnetworkacceleratorshavebeenrecentlyproposedwhichcanofferhighcomputationalcapacity/arearatio,butwhichremainhamperedbymemoryaccesses.
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