Data Preprocessing using Recipes
The recipes package can be used as a replacement for model.matrix as well as a general feature engineering tool. The package uses a dplyr-like syntax where a specification for a sequence of data preprocessing steps are created with the execution of these steps deferred until later. Data processing recipes can be created sequentially and intermediate results can be cached. An example is used to illustrate the basic recipe functionality and philosophy.