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style: audit Machine Learning
pgmpy does causal and probabilistic reasoning with graphical models, closer to statistics than to the scikit-learn ecosystem in General, so it moves to Science > Statistics after statsmodels. Co-Authored-By: Claude <noreply@anthropic.com>
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@@ -213,7 +213,6 @@ _Libraries for machine learning. Also see [awesome-machine-learning](https://git
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- General
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- [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for machine learning with extensive documentation and community support.
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- [imbalanced-learn](https://github.com/scikit-learn-contrib/imbalanced-learn) - Resampling techniques for imbalanced datasets, compatible with scikit-learn.
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- [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for causal and probabilistic reasoning with graphical models.
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- [feature-engine](https://github.com/feature-engine/feature_engine) - sklearn-compatible API with the widest toolset for feature engineering and selection.
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- Gradient Boosting
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- [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
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@@ -599,6 +598,7 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
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- [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
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- Statistics
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- [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
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- [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for causal and probabilistic reasoning with graphical models.
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- Biology and Chemistry
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- [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and machine learning software.
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- [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
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