Practitioner Motives to Select Hyperparameter Optimization Methods

no code implementations • 3 Mar 2022 • Niklas Hasebrook, Felix Morsbach, Niclas Kannengießer, Marc Zöller, Jörg Franke, Marius Lindauer, Frank Hutter, Ali Sunyaev

Advanced programmatic hyperparameter optimization (HPO) methods, such as Bayesian optimization, have high sample efficiency in reproducibly finding optimal hyperparameter values of machine learning (ML) models.

Bayesian Optimization BIG-bench Machine Learning +1