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2 changes: 1 addition & 1 deletion README.md
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[![DOI](https://joss.theoj.org/papers/10.21105/joss.03642/status.svg)](https://doi.org/10.21105/joss.03642)


[<img src="https://github.com/feature-engine/feature_engine/blob/main/docs/images/logo/FeatureEngine.png" width="248">](http://feature-engine.readthedocs.io)
[<img src="https://raw.githubusercontent.com/feature-engine/feature_engine/main/docs/images/logo/FeatureEngine.png" width="248">](http://feature-engine.readthedocs.io)

Feature-engine is a Python library with multiple transformers to engineer and select features for use in machine learning models.
Feature-engine's transformers follow Scikit-learn's functionality with fit() and transform() methods to learn the
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