TMwR

TMwR is the source repository for “Tidy Modeling with R,” a book that demonstrates how to use tidyverse and tidymodels packages to build high-quality statistical and machine learning models.

The book provides a comprehensive guide to the tidymodels framework, showing how its consistent API and workflow tools solve common modeling challenges like data preprocessing, model specification, hyperparameter tuning, and performance evaluation. It teaches data scientists how to apply tidy data principles to the entire modeling process, from initial data exploration through final model deployment. The book emphasizes reproducible, production-ready modeling workflows that integrate cleanly with existing tidyverse data analysis pipelines.