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.

• 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.

• Variance Stabilizing Transformations.

Feature selection

• Feature selection in machine learning with Python.

• Recursive feature elimination with Python.

• Population Stability Index and feature selection in Python

• Feature Selection for Machine Learning: A comprehensive Overview.

YouTube

Playlists

• One minute to Feature-engine

• Feature-engine

Videos

• Streamlining Feature Engineering Pipes with Feature-engine, Data Science Festival, 2020.

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

• Feature selection in machine learning - DataTalks.Club, DataTalks.Club 2022.

• Feature engineering for time series forecasting DataTalks.Club 2022.

Podcasts

• Build Composable And Reusable Feature Engineering Pipelines with Feature-Engine.

En Español

• Curso gratis de ingenieria de variables.

Ademas, te pueden interesar:

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

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