Corpus ID: 5707386

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

  title={TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems},
  author={M. Abadi and A. Agarwal and P. Barham and E. Brevdo and Z. Chen and Craig Citro and G. S. Corrado and Andy Davis and J. Dean and M. Devin and Sanjay Ghemawat and Ian J. Goodfellow and A. Harp and Geoffrey Irving and M. Isard and Y. Jia and R. J{\'o}zefowicz and L. Kaiser and M. Kudlur and Josh Levenberg and Dan Man{\'e} and Rajat Monga and Sherry Moore and D. Murray and Chris Olah and Mike Schuster and Jonathon Shlens and B. Steiner and Ilya Sutskever and Kunal Talwar and P. Tucker and V. Vanhoucke and V. Vasudevan and F. Vi{\'e}gas and Oriol Vinyals and Pete Warden and M. Wattenberg and Martin Wicke and Y. Yu and X. Zheng},
  • M. Abadi, A. Agarwal, +37 authors X. Zheng
  • Published 2016
  • Computer Science
  • ArXiv
  • TensorFlow is an interface for expressing machine learning algorithms, and an implementation for executing such algorithms. A computation expressed using TensorFlow can be executed with little or no change on a wide variety of heterogeneous systems, ranging from mobile devices such as phones and tablets up to large-scale distributed systems of hundreds of machines and thousands of computational devices such as GPU cards. The system is flexible and can be used to express a wide variety of… CONTINUE READING
    7,981 Citations
    TensorFlow: A system for large-scale machine learning
    • 8,600
    • PDF
    Operator Vectorization Library – A TensorFlow Plugin
    • PDF
    Improving the Performance of Distributed TensorFlow with RDMA
    • 18
    TensorX: Extensible API for Neural Network Model Design and Deployment
    • Highly Influenced
    • PDF
    SingleCaffe: An Efficient Framework for Deep Learning on a Single Node
    • 2
    • Highly Influenced
    A Tour of TensorFlow
    • 40
    • Highly Influenced
    • PDF
    Increasing Portable Machine Learning Performance by Application of Rewrite Rules on Google Tensorflow Data Flow Graphs
    • Highly Influenced
    • PDF
    Scalability Study of Deep Learning Algorithms in High Performance Computer Infrastructures
    • Highly Influenced
    • PDF
    Tensorflex: Tensorflow bindings for the Elixir programming language


    Large Scale Distributed Deep Networks
    • 2,506
    • PDF
    Caffe: Convolutional Architecture for Fast Feature Embedding
    • 12,491
    • PDF
    An introduction to computational networks and the computational network toolkit (invited talk)
    • 361
    • PDF
    Building high-level features using large scale unsupervised learning
    • 1,935
    • PDF
    Multilingual acoustic models using distributed deep neural networks
    • 264
    • PDF
    cuDNN: Efficient Primitives for Deep Learning
    • 1,132
    • PDF
    On rectified linear units for speech processing
    • 422
    • PDF
    Sequence to Sequence Learning with Neural Networks
    • 11,481
    • PDF