Search Results for author: Derek G. Murray

Found 2 papers, 1 papers with code

tf.data: A Machine Learning Data Processing Framework

no code implementations • 28 Jan 2021 • Derek G. Murray, Jiri Simsa, Ana Klimovic, Ihor Indyk

Finally, we characterize machine learning input pipelines for millions of jobs that ran in Google's fleet, showing that input data processing is highly diverse and consumes a significant fraction of job resources.

BIG-bench Machine Learning

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TensorFlow: A system for large-scale machine learning

2 code implementations • 27 May 2016 • Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, Michael Isard, Manjunath Kudlur, Josh Levenberg, Rajat Monga, Sherry Moore, Derek G. Murray, Benoit Steiner, Paul Tucker, Vijay Vasudevan, Pete Warden, Martin Wicke, Yuan Yu, Xiaoqiang Zheng

TensorFlow is a machine learning system that operates at large scale and in heterogeneous environments.

BIG-bench Machine Learning Management

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