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README.md
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# [PySR](https://github.com/MilesCranmer/PySR)
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(pronounced like *py* as in python, and then *sur* as in surface)
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[
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[](https://badge.fury.io/py/pysr)
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[](https://coveralls.io/github/MilesCranmer/PySR)
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**Parallelized symbolic regression built on Julia, and interfaced by Python.
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Uses regularized evolution, simulated annealing, and gradient-free optimization.**
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[Documentation](https://pysr.readthedocs.io/en/latest)
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Check out [SymbolicRegression.jl](https://github.com/MilesCranmer/SymbolicRegression.jl) for
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the pure-Julia backend of this package.
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# [PySR](https://github.com/MilesCranmer/PySR)
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**Parallelized symbolic regression built on Julia, and interfaced by Python.
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Uses regularized evolution, simulated annealing, and gradient-free optimization.**
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| **Docs** | **pip** |
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|[](https://pysr.readthedocs.io/en/latest/?badge=latest)|[](https://badge.fury.io/py/pysr)|
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(pronounced like *py* as in python, and then *sur* as in surface)
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[Cite this software](https://github.com/MilesCranmer/PySR/blob/master/CITATION.md)
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### Test status:
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| **Linux** | **Windows** | **macOS** | **Coverage** |
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|[](https://github.com/MilesCranmer/PySR/actions/workflows/CI.yml)|[](https://github.com/MilesCranmer/PySR/actions/workflows/CI_Windows.yml)||[](https://coveralls.io/github/MilesCranmer/PySR)|
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Check out [SymbolicRegression.jl](https://github.com/MilesCranmer/SymbolicRegression.jl) for
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the pure-Julia backend of this package.
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