Murali Kannan S.P. Chapter 17 of the Compendium maybe useful to learn Machine learning with R: https://bookdown.org/martin_monkman/DataScienceResources_book/ml.html
Dear Murali Kannan S.P. Please read the book of Nina Zumel, and John Mount. The book title is practical data science with R. Attached is the book cover.