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Partial Dependence Plot and categorical variables

Data Science Asked by Carlos Mougan on February 6, 2021

While reading about machine learning explainability and Partial Dependence Plot (PDP) in this book, the following appeared when dealing with categorical variables:

For each of the categories, we get a PDP estimate by forcing all data instances to have the same category.

  • Is there a better explanation of how to deal with categorical features in PDP?

  • How to do correctly Partial Dependence Plots with categorical variables

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