306 citations · 564 across the 35 of their papers we have counts for
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cs.LG2018★ 306 cited
Highly Scalable Deep Learning Training System with Mixed-Precision: Training ImageNet in Four Minutes
Xianyan Jia, Shutao Song, Wei He +11
Synchronized stochastic gradient descent (SGD) optimizers with data parallelism are widely used in training large-scale deep neural networks. Although using larger mini-batch sizes…
cs.DC2018★ 142 cited
BigDL: A Distributed Deep Learning Framework for Big Data
Jason Dai, Yiheng Wang, Xin Qiu +17
This paper presents BigDL (a distributed deep learning framework for Apache Spark), which has been used by a variety of users in the industry for building deep learning application…