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Tutorial

If you are new to Optuna or want a general introduction, we highly recommend the below video.

.. raw:: html

<iframe width="560" height="315" src="https://www.youtube-nocookie.com/embed/P6NwZVl8ttc" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>

Key Features

Showcases Optuna's Key Features <https://github.com/optuna/optuna/blob/master/README.md#key-features>__.

1. :doc:10_key_features/001_first
2. :doc:10_key_features/002_configurations
3. :doc:10_key_features/003_efficient_optimization_algorithms
4. :doc:10_key_features/004_distributed
5. :doc:10_key_features/005_visualization

Recipes

Showcases the recipes that might help you using Optuna with comfort.

• :doc:20_recipes/001_rdb
• :doc:20_recipes/002_multi_objective
• :doc:20_recipes/003_attributes
• :doc:20_recipes/004_cli
• :doc:20_recipes/005_user_defined_sampler
• :doc:20_recipes/006_user_defined_pruner
• :doc:20_recipes/007_optuna_callback
• :doc:20_recipes/008_specify_params
• :doc:20_recipes/009_ask_and_tell
• :doc:20_recipes/010_reuse_best_trial
• :doc:20_recipes/011_journal_storage
• Human-in-the-loop Optimization with Optuna Dashboard <https://optuna-dashboard.readthedocs.io/en/stable/tutorials/hitl.html>__
• :doc:20_recipes/012_artifact_tutorial
• :doc:20_recipes/013_wilcoxon_pruner

.. only:: html

.. rst-class:: sphx-glr-signature

`Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`__