Please read Feature engineering with recipes from Tidy Modeling with R.
recipes will be introduces as the R package we will use to perform pre-processing.
As optional but highly recommended reading is chapter 5, 6, and 8 from Feature Engineering and Selection: A Practical Approach for Predictive Models.