SpotTune: Leveraging Transient Resources for Cost-efficient Hyper-parameter Tuning in the Public Cloud

7 December 2020

Papers citing "SpotTune: Leveraging Transient Resources for Cost-efficient Hyper-parameter Tuning in the Public Cloud"

6 / 6 papers shown

Title
Hyper-parameter Tuning under a Budget Constraint Zhiyun Lu Chao-Kai Chiang Fei Sha 64 17 0 01 Feb 2019
SLAQ: Quality-Driven Scheduling for Distributed Machine Learning Haoyu Zhang Logan Stafman Andrew Or M. Freedman 70 140 0 13 Feb 2018
Portfolio-driven Resource Management for Transient Cloud Servers Prateek Sharma David Irwin Prashant J. Shenoy 34 55 0 27 Apr 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
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.2K 150,472 0 22 Dec 2014
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 388 7,983 0 13 Jun 2012