Chapter 18 Explaining models and predictions

Learning objectives:

• Recognize some R packages for model explanations.
• Use {DALEX} and {DALEXtra} to produce local model explanations for a model trained using {tidymodels}.
• Use {DALEX} and {DALEXtra} to produce global model explanations for a model trained using {tidymodels}.
• Use {DALEX} and {DALEXtra} to produce partial dependence profiles for a model trained using {tidymodels}.