## About Amplify QAOA
Amplify QAOA is a submodule of Amplify, a middleware library for Ising machines developed by Fixstars. Quantum Approximate Optimization Algorithm (QAOA) is algorithm for solving optimization problems (e.g. Ising model).
This module supports to solve optimization problems with QAOA for Ising model by the quantum computers or simulators of a quantum computer.
[![Fixstars](https://img.shields.io/badge/-Fixstars-333333.svg?logo=data:image/png;base64,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&style=popout-square)](https://www.fixstars.com/) [![PyPI](https://img.shields.io/pypi/v/amplify.qaoa)](https://pypi.org/project/amplify.qaoa/)
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"description": "## About Amplify QAOA\n\nAmplify QAOA is a submodule of Amplify, a middleware library for Ising machines developed by Fixstars. Quantum Approximate Optimization Algorithm (QAOA) is algorithm for solving optimization problems (e.g. Ising model). \nThis module supports to solve optimization problems with QAOA for Ising model by the quantum computers or simulators of a quantum computer.\n\n[![Fixstars](https://img.shields.io/badge/-Fixstars-333333.svg?logo=data:image/png;base64,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&style=popout-square)](https://www.fixstars.com/) [![PyPI](https://img.shields.io/pypi/v/amplify.qaoa)](https://pypi.org/project/amplify.qaoa/)\n",
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