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Merge pull request #111 from y0z/feature/update-readme-and-docs
Update `README` and docs
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README.md

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OptunaHub: Feature-sharing platform for Optuna
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OptunaHub: A Platform for Black-Box Optimization
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==================
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![OptunaHub](https://github.com/user-attachments/assets/ee24b6eb-a431-4e02-ae52-c2538ffe01ee)
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![OptunaHub](https://github.com/user-attachments/assets/df21f6d7-9f39-48a1-a824-6b060f7503e2)
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[![Python](https://img.shields.io/badge/python-3.8%20%7C%203.9%20%7C%203.10%20%7C%203.11%20%7C%203.12-blue)](https://www.python.org)
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[![pypi](https://img.shields.io/pypi/v/optunahub.svg)](https://pypi.python.org/pypi/optunahub)
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| :question: [**FAQ**](https://optuna.github.io/optunahub/faq.html)
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| [**Optuna.org**](https://optuna.org/)
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[*OptunaHub*](https://hub.optuna.org/) is a platform for sharing algorithms in [Optuna](https://optuna.org/), a powerful and flexible hyperparameter optimization framework. OptunaHub provides implementations of state-of-the-art optimization algorithms and visualization of optimization results for analysis. You can also publish your algorithm implementation on the platform and make it available to Optuna users around the world.
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[*OptunaHub*](https://hub.optuna.org/) is a platform for black-box optimizaiton. On the basis of [Optuna](https://optuna.org/), a powerful and flexible black-box optimization framework, OptunaHub provides implementations of state-of-the-art optimization algorithms and visualization of optimization results for analysis. You can also publish your algorithm implementation on the platform and make it available to Optuna users around the world.
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This is the repository of the optunahub Python Library to use packages published in [OptunaHub](https://hub.optuna.org/). If you would like to register your package in OptunaHub, please contribute by creating a pull request to [the optunahub-registry repository](https://github.com/optuna/optunahub-registry).

docs/source/index.rst

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Welcome to OptunaHub's documentation!
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=====================================
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`OptunaHub <https://hub.optuna.org/>`__ is a registry of third-party packages designed for `Optuna <https://optuna.org>`__.
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It allows users to share and discover Optuna packages that are not included in the official Optuna distribution.
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`OptunaHub <https://hub.optuna.org/>`__ is a platform for black-box optimization.
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It hosts a registry of third-party packages designed for `Optuna <https://optuna.org>`__, allowing users to share and discover Optuna packages that are not included in the official Optuna distribution.
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The `optunahub <https://github.com/optuna/optunahub/>`__ library provides Python APIs to load and use packages from the OptunaHub registry.
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Please check out `Tutorials for Users <./tutorials_for_users/index.html>`__ as well.
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