Omnivore: An Optimizer for Multi-device Deep Learning on CPUs and GPUs

Omnivore: An Optimizer for Multi-device Deep Learning on CPUs and GPUs

14 June 2016

Stefan Hadjis

Ioannis Mitliagkas

Christopher Ré

Papers citing "Omnivore: An Optimizer for Multi-device Deep Learning on CPUs and GPUs"

18 / 18 papers shown

Title
ATA: Adaptive Task Allocation for Efficient Resource Management in Distributed Machine Learning Artavazd Maranjyan El Mehdi Saad Peter Richtárik Francesco Orabona 109 0 0 02 Feb 2025
Fast Zero-Shot Image Tagging Yang Zhang Boqing Gong M. Shah VLM 3DV 41 141 0 31 May 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 336 18,300 0 27 May 2016
Revisiting Distributed Synchronous SGD Jianmin Chen Xinghao Pan R. Monga Samy Bengio Rafal Jozefowicz 64 799 0 04 Apr 2016
TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems Martín Abadi Ashish Agarwal P. Barham E. Brevdo Zhiwen Chen ... Pete Warden Martin Wattenberg Martin Wicke Yuan Yu Xiaoqiang Zheng 176 11,135 0 14 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems Tianqi Chen Mu Li Yutian Li Min Lin Naiyan Wang Minjie Wang Tianjun Xiao Bing Xu Chiyuan Zhang Zheng Zhang 120 2,243 0 03 Dec 2015
SparkNet: Training Deep Networks in Spark Philipp Moritz Robert Nishihara Ion Stoica Michael I. Jordan 62 169 0 19 Nov 2015
FireCaffe: near-linear acceleration of deep neural network training on compute clusters F. Iandola Khalid Ashraf Matthew W. Moskewicz Kurt Keutzer 52 302 0 31 Oct 2015
Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization Xiangru Lian Yijun Huang Y. Li Ji Liu 135 499 0 27 Jun 2015
Caffe con Troll: Shallow Ideas to Speed Up Deep Learning Stefan Hadjis Firas Abuzaid Ce Zhang Christopher Ré BDL 40 71 0 16 Apr 2015
Text Understanding from Scratch Xiang Zhang Yann LeCun 57 557 0 05 Feb 2015
Fast Convolutional Nets With fbfft: A GPU Performance Evaluation Nicolas Vasilache Jeff Johnson Michaël Mathieu Soumith Chintala Serkan Piantino Yann LeCun 40 347 0 24 Dec 2014
cuDNN: Efficient Primitives for Deep Learning Sharan Chetlur Cliff Woolley Philippe Vandermersch Jonathan M. Cohen J. Tran Bryan Catanzaro Evan Shelhamer 90 1,844 0 03 Oct 2014
Caffe: Convolutional Architecture for Fast Feature Embedding Yangqing Jia Evan Shelhamer Jeff Donahue Sergey Karayev Jonathan Long Ross B. Girshick S. Guadarrama Trevor Darrell VLM BDL 3DV 190 14,703 0 20 Jun 2014
Generating Sequences With Recurrent Neural Networks Alex Graves GAN 104 4,025 0 04 Aug 2013
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 290 7,883 0 13 Jun 2012
HOGWILD!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent Feng Niu Benjamin Recht Christopher Ré Stephen J. Wright 137 2,272 0 28 Jun 2011