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Learning hyperparameter optimization initializations

Published in 2015 IEEE International Conference on Data Science and Advanced Analytics (DSAA) • Oct 1, 2015
Authors:
Martin Wistuba
,
Nicolas Schilling
,
Lars Schmidt-Thieme

Abstract

Hyperparameter optimization is often done manually or by using a grid search. However, recent research has shown that automatic optimization techniques are able to accelerate this optimization process and find hyperparameter configurations that lead to better models. Currently, transferring knowledg...

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