Optuna

Optuna is an automatic hyperparameter optimization framework for machine learning, featuring an imperative, define-by-run style user API that allows for dynamic construction of search spaces. It supports Python 3.9 or newer. The current version is 4.8.0, and it maintains an active development and release cadence, with major versions often introducing significant improvements and deprecating older features after a few releases.