Search Results for author: Alexandros Koliousis

Found 2 papers, 1 papers with code

CROSSBOW: Scaling Deep Learning with Small Batch Sizes on Multi-GPU Servers

1 code implementation8 Jan 2019 Alexandros Koliousis, Pijika Watcharapichat, Matthias Weidlich, Luo Mai, Paolo Costa, Peter Pietzuch

Systems such as TensorFlow and Caffe2 train models with parallel synchronous stochastic gradient descent: they process a batch of training data at a time, partitioned across GPUs, and average the resulting partial gradients to obtain an updated global model.

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