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  # PySR: High-Performance Symbolic Regression in Python
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- </div>
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  PySR uses evolutionary algorithms to search for symbolic expressions which optimize a particular objective.
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- <div align="center">
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  | **Docs** | **Forums** | **colab demo** |
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  |:---:|:---:|:---:|
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  |[![Documentation](https://github.com/MilesCranmer/PySR/actions/workflows/docs.yml/badge.svg)](https://astroautomata.com/PySR/)|[![Discussions](https://img.shields.io/badge/discussions-github-informational)](https://github.com/MilesCranmer/PySR/discussions)|[![Colab](https://img.shields.io/badge/colab-notebook-yellow)](https://colab.research.google.com/github/MilesCranmer/PySR/blob/master/examples/pysr_demo.ipynb)|
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  </div>
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- (pronounced like *py* as in python, and then *sur* as in surface)
 
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  If you find PySR useful, please cite it using the citation information given in [CITATION.md](https://github.com/MilesCranmer/PySR/blob/master/CITATION.md).
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- If you've finished a project with PySR, please submit a PR to showcase your work on the [Research Showcase page](https://astroautomata.com/PySR/papers)!
 
 
 
 
 
 
 
 
 
 
 
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  <div align="center">
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  # PySR: High-Performance Symbolic Regression in Python
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  PySR uses evolutionary algorithms to search for symbolic expressions which optimize a particular objective.
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  | **Docs** | **Forums** | **colab demo** |
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  |:---:|:---:|:---:|
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  |[![Documentation](https://github.com/MilesCranmer/PySR/actions/workflows/docs.yml/badge.svg)](https://astroautomata.com/PySR/)|[![Discussions](https://img.shields.io/badge/discussions-github-informational)](https://github.com/MilesCranmer/PySR/discussions)|[![Colab](https://img.shields.io/badge/colab-notebook-yellow)](https://colab.research.google.com/github/MilesCranmer/PySR/blob/master/examples/pysr_demo.ipynb)|
 
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  </div>
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+ We warmly welcome new contributors and are happy to get you up to speed! Check out our contributors [guide](https://github.com/MilesCranmer/PySR/blob/master/CONTRIBUTORS.md) for tips πŸš€.
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+ If you have an idea for a new feature, don't hesitate to share it on the [issues](https://github.com/MilesCranmer/PySR/issues) or [discussions](https://github.com/MilesCranmer/PySR/discussions) page.
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  If you find PySR useful, please cite it using the citation information given in [CITATION.md](https://github.com/MilesCranmer/PySR/blob/master/CITATION.md).
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+ If you've finished a project with PySR, please submit a PR to showcase your work on the [research showcase page](https://astroautomata.com/PySR/papers)!
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+ ### Contributors
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+ <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
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+ <!-- prettier-ignore-start -->
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+ <!-- markdownlint-disable -->
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+ <!-- markdownlint-restore -->
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+ <!-- prettier-ignore-end -->
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+ <!-- ALL-CONTRIBUTORS-LIST:END -->
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  <div align="center">
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