Optuna is a powerful open-source library in Python designed for hyperparameter optimization in machine learning. It provides an efficient and user-friendly interface for finding the best hyperparameters for machine learning models. Optuna automates the process of selecting optimal hyperparameters through various optimization algorithms, including Tree-structured Parzen Estimator (TPE), and supports advanced features like pruning strategies, feature selection, and experiment tracking.