Deep Learning Hyperparameter Optimization with Competing Objectives – NVIDIA Technical Blog News and tutorials for developers, data scientists, and IT admins 2025-03-21T20:30:26Z http://www.open-lab.net/blog/feed/ Steven Tartakovsky <![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...SigOpt Optimization Loop

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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