Michael McCourt – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2022-08-21T23:38:24Z http://www.open-lab.net/blog/feed/ Michael McCourt <![CDATA[Deep Learning Hyperparameter Optimization with Competing Objectives]]> http://www.open-lab.net/blog/parallelforall/?p=8230 2022-08-21T23:38:24Z 2017-08-03T15:14:02Z In this post we��ll show how to use?SigOpt��s Bayesian optimization?platform to jointly optimize competing objectives in deep learning pipelines on NVIDIA...]]>

In this post we’ll show how to use SigOpt’s Bayesian optimization platform to jointly optimize competing objectives in deep learning pipelines on NVIDIA GPUs more than ten times faster than traditional approaches like random search. Measuring how well a model performs may not come down to a single factor. Often there are multiple, sometimes competing, ways to measure model performance.

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