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Table of Contents

  • Quick Start
  • Installation
  • Getting Help
  • About
  • Datasets

API Documentation

  • Missing Data Imputation
  • Categorical Variable Encoding
  • Variable Transformation
  • Variable Discretisation
  • Outlier Handling
  • Feature Creation
  • Feature Selection
  • Scikit-learn Wrapper

Learning Resources

  • Tutorials
  • How To
  • Books
  • Courses
  • Blogs and Videos
    • Blogs
    • Videos
    • En Español

Contribute

  • Contributing
  • Code of Conduct
  • Governance

Releases

  • What’s new
Feature-engine
  • Docs »
  • Blogs and Videos

Blogs and Videos¶

Articles and videos about Feature-engine and feature engineering and selection in general.

Blogs¶

  • Feature-engine: A new open-source Python package for feature engineering.

  • Practical Code Implementations of Feature Engineering for Machine Learning with Python.

  • Streamlining Feature Engineering Pipelines with Feature-engine.

  • Feature Engineering for Machine Learning: A comprehensive Overview.

  • Feature Selection for Machine Learning: A comprehensive Overview.

Videos¶

  • Optimising Feature Engineering Pipelines with Feature-engine, Pydata Cambridge 2020, from minute 51:43.

En Español¶

  • Ingeniería de variables para machine learning, Curso Online.

  • Ingeniería de variables, MachinLenin, charla con video online.

  • Ingeniería de atributos para aprendizaje automático: una revisión completa, Artículo.

  • Paquetes Python de código abierto para la ingeniería de atributos: Comparaciones y conclusiones, Artículo.

  • Feature-engine: Un paquete Python de código abierto para la ingeniería de atributos, Artículo.

More resources will be added as they appear online!

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