.. _featureengine_blogs:

Blogs, Videos and More
======================

Here you find articles and videos about Feature-engine and feature engineering and
selection in general.

Blogs
-----

Feature engineering
~~~~~~~~~~~~~~~~~~~

- `Feature-engine: A new open-source Python package for feature engineering <https://trainindata.medium.com/feature-engine-a-new-open-source-python-package-for-feature-engineering-29a0ab88ea7c/>`_.
- `Practical Code Implementations of Feature Engineering for Machine Learning with Python <https://towardsdatascience.com/practical-code-implementations-of-feature-engineering-for-machine-learning-with-python-f13b953d4bcd>`_.
- `Streamlining Feature Engineering Pipelines with Feature-engine <https://towardsdatascience.com/streamlining-feature-engineering-pipelines-with-feature-engine-e781d551f470?gi=e0fa6e5c0c1a/>`_.
- `Feature Engineering for Machine Learning: A comprehensive Overview <https://www.blog.trainindata.com/feature-engineering-for-machine-learning/>`_.
- `Variance Stabilizing Transformations <https://www.blog.trainindata.com/variance-stabilizing-transformations-in-machine-learning/>`_.

Feature selection
~~~~~~~~~~~~~~~~~

- `Feature selection in machine learning with Python <https://www.blog.trainindata.com/feature-selection-machine-learning-with-python/>`_.
- `Recursive feature elimination with Python <https://www.blog.trainindata.com/recursive-feature-elimination-with-python/>`_.
- `Population Stability Index and feature selection in Python <https://www.blog.trainindata.com/population-stability-index-and-feature-selection-python/>`_
- `Feature Selection for Machine Learning: A comprehensive Overview <https://www.blog.trainindata.com/feature-selection-for-machine-learning/>`_.


Videos
------

- `Streamlining Feature Engineering Pipes with Feature-engine <https://www.youtube.com/watch?v=0V3_uXX30Ko>`_, Data Science Festival, 2020.
- `Optimising Feature Engineering Pipelines with Feature-engine <https://www.youtube.com/watch?v=qT-3KUaFYmk/>`_, Pydata Cambridge 2020, from minute 51:43.
- `Feature selection in machine learning - DataTalks.Club <https://www.youtube.com/watch?v=blvmNWbcPDo>`_, DataTalks.Club 2022.
- `Feature engineering for time series forecasting <https://www.youtube.com/watch?v=2vMNiSeNUjI>`_ DataTalks.Club 2022.

Podcasts
--------

- `Build Composable And Reusable Feature Engineering Pipelines with Feature-Engine <https://www.pythonpodcast.com/feature-engine-feature-engineering-pipelines-episode-338/>`_.

En Español
----------

Empezamos una nueva website con blogs en español. Chequeala:

- `Entrena en Datos <https://www.es.trainindata.com/>`_.

Ademas, te pueden interesar:

- `Ingeniería de variables, MachinLenin <https://www.youtube.com/watch?v=NhCxOOoFXds>`_, charla con video online.

More resources will be added as they appear online. If you know of a good resource, let us know.