MLtuner: System Support for Automatic Machine Learning Tuning

MLtuner automatically tunes settings for training tunables (such as the learning rate, the momentum, the mini-batch size, and the data staleness bound) that have a significant impact on large-scale machine learning (ML) performance. Traditionally, these tunables are set manually, which is unsurprisi...

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Bibliographic Details

Main Authors:	Cui, Henggang, Ganger, Gregory R, Gibbons, Phillip B
Format:	Journal Article
Language:	English
Published:	20-03-2018
Subjects:	Computer Science - Learning Statistics - Machine Learning
Online Access:	Get full text
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