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4. Experiments Experiments were conducted to analyze the efficiency of the proposed pipelined SGD method by comparing it with the conventional parallel SGD algorithms in terms of the accuracy and training speed on an image classification task using two datasets: CIFAR-10 and CIFAR-100. VGG-16 [16] and ResNet-34 [9] were used as the DNN models for the image classification experiments.
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