Glossary: ML Beyond the Basics
Sampler, trial, study
Also written: sampler, trial, study, objective
Optuna's vocabulary: the sampler picks which settings to try next, a trial is one tried set of settings, and a study is the whole search. The objective is the function that takes a trial and returns a score.