The tidyverse is a collection of R packages designed for data science. All packages share an underlying design philosophy, grammar, and data structures. As a modern-time R programmer, there is no reason for us not to use it.
The tidyverse and tidymodel frames make model training, prediction, interpretation more streamlined. Moreover tidymodel and caret provided model training and prediction APIs.
This repo contains tutorials with R codes to fully take advantages of the frameworks for statistical models and machine learning.
Tutorial can be found here