Tidy Modeling with R: A Framework for Modeling in the Tidyverse
(By Max Kuhn)
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| Author | Max Kuhn |
RStudio engineers Max Kuhn and Julia Silge demonstrate ways to create models by focusing on an R dialect called the tidyverse. Software that adopts tidyverse principles shares both a high-level design philosophy and low-level grammar and data structures, so learning one piece of the ecosystem makes it easier to learn the next. You'll understand why the tidymodels framework has been built to be used by a broad range of people.
With this book, you will:
* Learn the steps necessary to build a model from beginning to end
* Understand how to use different modeling and feature engineering approaches fluently
* Examine the options for avoiding common pitfalls of modeling, such as overfitting
* Learn practical methods to prepare your data for modeling
* Tune models for optimal performance
* Use good statistical practices to compare, evaluate, and choose among models”
