Accelerating container-based deep learning hyperparameter optimization workloads-Reference-Cited by-同舟云学术

Accelerating container-based deep learning hyperparameter optimization workloads

Published:2022-06-12 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the Sixth Workshop on Data Management for End-To-End Machine Learning
language:
Short-container-title:

Author:

Liu Rui¹,Wong David²,Lange Dave²,Larsson Patrik²,Jethava Vinay²,Zheng Qing²

Affiliation:

1. University of Chicago

2. DocuSign, Inc.

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3533028.3533309

Reference54 articles.

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2. Leonel Aguilar , David Dao , Shaoduo Gan , Nezihe Merve Gurel , Nora Hollenstein , Jiawei Jiang , Bojan Karlas , Thomas Lemmin , Tian Li , Yang Li , Susie Rao , Johannes Rausch , Cedric Renggli , Luka Rimanic , Maurice Weber , Shuai Zhang , Zhikuan Zhao , Kevin Schawinski , Wentao Wu , and Ce Zhang . 2021 . Ease.ML: A Lifecycle Management System for MLDev and MLOps. In Conference on Innovative Data Systems Research (CIDR). Leonel Aguilar, David Dao, Shaoduo Gan, Nezihe Merve Gurel, Nora Hollenstein, Jiawei Jiang, Bojan Karlas, Thomas Lemmin, Tian Li, Yang Li, Susie Rao, Johannes Rausch, Cedric Renggli, Luka Rimanic, Maurice Weber, Shuai Zhang, Zhikuan Zhao, Kevin Schawinski, Wentao Wu, and Ce Zhang. 2021. Ease.ML: A Lifecycle Management System for MLDev and MLOps. In Conference on Innovative Data Systems Research (CIDR).

3. Optuna

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5. James Bergstra , Daniel Yamins , and David D. Cox . 2013. Making a Science of Model Search: Hyperparameter Optimization in Hundreds of Dimensions for Vision Architectures . In International Conference on Machine Learning (ICML) , Vol. 28 . 115--123. James Bergstra, Daniel Yamins, and David D. Cox. 2013. Making a Science of Model Search: Hyperparameter Optimization in Hundreds of Dimensions for Vision Architectures. In International Conference on Machine Learning (ICML), Vol. 28. 115--123.

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