{tidymodels}: Notes

Jim Tyhurst
Revised: 2021-09-11

Contents

Books

Emil Hvitfeldt and Julia Silge. 2021-07-28. Supervised Machine Learning for Text Analysis in R.
Emil Hvitfeldt. ISLR tidymodels Labs.
- "This book aims to be a complement to the 2nd version of An Introduction to Statistical Learning book with translations of the labs into using the tidymodels set of packages."
- source code, using the tidyverse style guide.
- I love the idea of this book, because An Introduction to Statistical Learning is such a great book and so widely quoted, but Hvitfeldt reinterprets the problems with {tidymodels}, providing a great way to get familiar with {tidymodels}.

Julia Silge. 2021-09-01. Fit and predict with tidymodels for #TidyTuesday bird baths in Australia.
Julia Silge. 2021-08-24. Use tidymodels workflowsets to predict human/computer interactions from Star Trek. Video.
David Robinson. 2021-07-21. Machine learning in a hurry: what I've learned from the SLICED ML competition.
Julia Silge. 2020-05-21. Tune XGBoost with tidymodels and #TidyTuesday beach volleyball
Joseph Rickert. 2020-04-21. The Case for tidymodels.
Rebecca Barter. 2020-04-14. Tidymodels: tidy machine learning in R.
- Works through an analysis of diabetes in Pima Indians from a {mlbench} dataset, training a random forest model from the {ranger} package to predict {pos, neg} from 8 variables.
Julia Silge. 2020-02-18. Hyperparameter tuning using tidymodels. Video.
Julia Silge. 2020-02-05. #TidyTuesday and tidymodels.
Edgar Ruiz. 2019-06-19. A Gentle Introduction to tidymodels.