Posts in: Blog

AUG 20, 2018

Getting the most out of your GPU cluster for deep learning: part II

By Jennifer Villa, Neil Conway

In this post, we discuss the missing key to fully leveraging your hardware investment: specialized software that understands the unique properties of deep learning workloads.

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JUL 25, 2018

Getting the most out of your GPU cluster for deep learning: part I

By Jennifer Villa, Jonathan Ben-tzur

To maximize the value of your deep learning hardware, you’ll need to invest in software infrastructure. Setting up a cluster manager is an essential first step in this process, but it’s not the end of the story.

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MAY 25, 2018

Reproducibility in ML: why it matters and how to achieve it

By Jennifer Villa, Yoav Zimmerman

Reproducible machine learning is hard, particularly when training deep learning models. We review common sources of DL non-determinism and how to address them.

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APR 25, 2018

Toward the Jet Age of machine learning

By Ameet Talwalkar

Machine learning today resembles the dawn of aviation.

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