What is Optuna?

Optuna is an automatic hyperparameter optimization software framework, particularly designed for machine learning. It automates the process of finding the best set of hyperparameters for a given model, which can significantly improve the model's performance. It is commonly used to efficiently search the hyperparameter space, using techniques like Bayesian optimization and pruning to speed up the search.