Abstract: Hyperparameter tuning is a crucial process in the machine learning (ML) pipeline, as the performance of a learning algorithm is highly influenced by its hyperparameter configuration. This ...

Abstract: Hyperparameters significantly influence the learning process and performance of machine learning algorithms, rendering their effective selection a critical challenge. Meta-learning-based ...

Help us create the next version of Optuna! Optuna 5.0 Roadmap published for review. Please take a look at the planned improvements to Optuna, and share your feedback in the github issues. PR ...