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  <img src="https://raw.githubusercontent.com/MilesCranmer/PySR/master/docs/images/pysr_logo.svg" width="400" />
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- **PySR: parallel 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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  <img src="https://raw.githubusercontent.com/MilesCranmer/PySR/master/docs/images/pysr_logo.svg" width="400" />
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+ # PySR: High-Performance Symbolic Regression in Python
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+ PySR is built on an extremely optimized pure-Julia backend, and uses regularized evolution, simulated annealing, and gradient-free optimization to search for equations that fit your data.
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  | **Docs** | **pip** |
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