HyperSched: Dynamic Resource Reallocation for Model Development on a
Deadline

HyperSched: Dynamic Resource Reallocation for Model Development on a Deadline

8 January 2020

Joseph E. Gonzalez

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Papers citing "HyperSched: Dynamic Resource Reallocation for Model Development on a Deadline"

13 / 13 papers shown

Title
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 303 30,156 0 01 Mar 2022
Tiresias: Predicting Security Events Through Deep Learning Yun Shen Enrico Mariconti Pierre-Antoine Vervier Gianluca Stringhini AAML 105 163 0 24 May 2019
Large batch size training of neural networks with adversarial training and second-order information Z. Yao A. Gholami Daiyaan Arfeen Richard Liaw Joseph E. Gonzalez Kurt Keutzer Michael W. Mahoney ODL 96 42 0 02 Oct 2018
Highly Scalable Deep Learning Training System with Mixed-Precision: Training ImageNet in Four Minutes Xianyan Jia Shutao Song W. He Yangzihao Wang Haidong Rong ... Li Yu Tiegang Chen Guangxiao Hu Shaoshuai Shi Xiaowen Chu 92 384 0 30 Jul 2018
An argument in favor of strong scaling for deep neural networks with small datasets R. L. F. Cunha Eduardo Rodrigues Matheus Palhares Viana Dario Augusto Borges Oliveira 27 2 0 24 Jul 2018
Tune: A Research Platform for Distributed Model Selection and Training Richard Liaw Eric Liang Robert Nishihara Philipp Moritz Joseph E. Gonzalez Ion Stoica 222 905 0 13 Jul 2018
SLAQ: Quality-Driven Scheduling for Distributed Machine Learning Haoyu Zhang Logan Stafman Andrew Or M. Freedman 70 141 0 13 Feb 2018
Deep Reinforcement Learning that Matters Peter Henderson Riashat Islam Philip Bachman Joelle Pineau Doina Precup David Meger OffRL 147 1,963 0 19 Sep 2017
Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour Priya Goyal Piotr Dollár Ross B. Girshick P. Noordhuis Lukasz Wesolowski Aapo Kyrola Andrew Tulloch Yangqing Jia Kaiming He 3DH 132 3,688 0 08 Jun 2017
Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization Lisha Li Kevin Jamieson Giulia DeSalvo Afshin Rostamizadeh Ameet Talwalkar 246 2,336 0 21 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,774 0 10 Dec 2015
Non-stochastic Best Arm Identification and Hyperparameter Optimization Kevin Jamieson Ameet Talwalkar 217 580 0 27 Feb 2015
Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks Jason Weston Antoine Bordes S. Chopra Alexander M. Rush Bart van Merriënboer Armand Joulin Tomas Mikolov LRM ELM 169 1,182 0 19 Feb 2015