Map-Reduce for Machine Learning on Multicore
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...More discussion of specific applications of MapReduce can be found elsewhere [8, 16, 7 ]....
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...Since our original article, several open source implementations of MapReduce have been developed [1, 2], and the applicability of MapReduce to a variety of problem domains has been studied [ 7 , 16]....
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...See [37, 93] for examples of recent papers discussing machine learning and optimization in MapReduce frameworks....
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...The size of a tensor can vary in one or more dimensions, making it possible to represent sparse tensors with differing numbers of elements, at the cost of more sophisticated shape inference....
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...• Neural Network (NN) We focus on backpropagation [6] By defining a network structure (we use a three layer network with two output neurons classifying the data into two categories), each mapper propagates its set of data through the network....
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