HYPPO: A Surrogate-Based Multi-Level Parallelism Tool for Hyperparameter Optimization

Vincent Dumont, Casey Garner, Anuradha Trivedi, Chelsea Jones, Vidya Ganapati, Juliane Mueller, Talita Perciano, Mariam Kiran, Marc Day. HYPPO: A Surrogate-Based Multi-Level Parallelism Tool for Hyperparameter Optimization. In IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments, MLHPC@SC 2021, St. Louis, MO, USA, November 15, 2021. pages 81-93, IEEE, 2021. [doi]

Abstract

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