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Glossary: ML Beyond the Basics

Optuna

A free library that searches for good hyperparameters adaptively, learning from earlier tries. You write an objective function and a study runs many trials.

Where the book teaches it

Related terms

TPE (Tree-structured Parzen Estimator)Sampler, trial, studyNested validation