<ul><li>Optuna is an automatic hyperparameter optimization software framework designed for Bayesian Optimization.</li><li>Optuna provides a flexible and efficient solution for hyperparameter tuning in machine learning.</li><li>The main components of Optuna are the objective function, studies, trials, and built-in visualization tools.</li><li>Further parts of the guide will cover advanced topics such as hyperparameter importance calculation and pruning techniques.</li></ul>

Master Hyperparameter Optimization with Optuna: A Complete Guide

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