Multi-fidelity optimization method with asynchronous generalized island model for AutoML

Israel Campero-Jurado, Joaquin Vanschoren · Proceedings of the Genetic and Evolutionary Computation Conference Companion · 2022

AutoML frameworks seek to find the best configurations of machine learning techniques. A research field that has gained a great deal of popularity in recent years is the combined algorithm selection and hyperparameter optimisation (CASH) problem.

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