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Exploring the limits of Concurrency in ML Training on Google TPUs

Nov 07, 2020
Sameer Kumar, James Bradbury, Cliff Young, Yu Emma Wang, Anselm Levskaya, Blake Hechtman, Dehao Chen, HyoukJoong Lee, Mehmet Deveci, Naveen Kumar, Pankaj Kanwar, Shibo Wang, Skye Wanderman-Milne, Steve Lacy, Tao Wang, Tayo Oguntebi, Yazhou Zu, Yuanzhong Xu, Andy Swing


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Highly Available Data Parallel ML training on Mesh Networks

Nov 06, 2020
Sameer Kumar, Norm Jouppi


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Training EfficientNets at Supercomputer Scale: 83% ImageNet Top-1 Accuracy in One Hour

Nov 05, 2020
Arissa Wongpanich, Hieu Pham, James Demmel, Mingxing Tan, Quoc Le, Yang You, Sameer Kumar


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83% ImageNet Accuracy in One Hour

Oct 30, 2020
Arissa Wongpanich, Hieu Pham, James Demmel, Mingxing Tan, Quoc Le, Yang You, Sameer Kumar


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Scale MLPerf-0.6 models on Google TPU-v3 Pods

Oct 02, 2019
Sameer Kumar, Victor Bitorff, Dehao Chen, Chiachen Chou, Blake Hechtman, HyoukJoong Lee, Naveen Kumar, Peter Mattson, Shibo Wang, Tao Wang, Yuanzhong Xu, Zongwei Zhou


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Image Classification at Supercomputer Scale

Dec 02, 2018
Chris Ying, Sameer Kumar, Dehao Chen, Tao Wang, Youlong Cheng

* Presented as part of Systems for ML Workshop @ NIPS 2018 

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PowerAI DDL

Aug 07, 2017
Minsik Cho, Ulrich Finkler, Sameer Kumar, David Kung, Vaibhav Saxena, Dheeraj Sreedhar


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