This repo is a tidymodels companion for the 2013 book "Applied Predictive Modeling".
The goal of these files is to approximate the analyses in the book with the more modern codebase.
Some caveats:
-
This is a rough draft. It relies on a few devel versions and one experimental package that has not been made public yet (it is named
workflowsets). -
R uses a different random number generator than it did <= 2013, so results won't be exactly the same.
-
The packages used are much older than they were when APM was written. For example, there have been over 30 releases of
caretsince the book was compiled. There will be differences in results for this reason. -
Some analyses in APM haven't been written in tidymodels (yet) so the code here will be incomplete. In other cases, we may have slightly changed our recommendations for how to conduct some of the analyses. If this is the case, an annotation will be used to point this out.
Feel free to contribute by
- Forking the repository to suggest a change, and/or
- Starting an issue.
Please note that the tidyAPM project is released with a Contributor Code of Conduct. By contributing to this project, you agree to abide by its terms.