281 citations · 677 across the 14 of their papers we have counts for
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cs.DC2017★ 281 cited
Extremely Large Minibatch SGD: Training ResNet-50 on ImageNet in 15 Minutes
Takuya Akiba, Shuji Suzuki, Keisuke Fukuda
We demonstrate that training ResNet-50 on ImageNet for 90 epochs can be achieved in 15 minutes with 1024 Tesla P100 GPUs. This was made possible by using a large minibatch size of…
cs.DC2017★ 58 cited
ChainerMN: Scalable Distributed Deep Learning Framework
Takuya Akiba, Keisuke Fukuda, Shuji Suzuki
One of the keys for deep learning to have made a breakthrough in various fields was to utilize high computing powers centering around GPUs. Enabling the use of further computing ab…