Tutorial
If you are new to Optuna or want a general introduction, we highly recommend the below video.
Key Features
Showcases Optuna’s Key Features.
Lightweight, versatile, and platform agnostic architecture
Lightweight, versatile, and platform agnostic architecture
Pythonic Search Space
Efficient Optimization Algorithms
Efficient Optimization Algorithms
Easy Parallelization
Quick Visualization for Hyperparameter Optimization Analysis
Quick Visualization for Hyperparameter Optimization Analysis
Recipes
Showcases the recipes that might help you using Optuna with comfort.
Saving/Resuming Study with RDB Backend
Saving/Resuming Study with RDB Backend
Multi-objective Optimization with Optuna
Multi-objective Optimization with Optuna
User Attributes
Command-Line Interface
User-Defined Sampler
User-Defined Pruner
Callback for Study.optimize
Specify Hyperparameters Manually
Specify Hyperparameters Manually
Ask-and-Tell Interface
Re-use the best values