Please finish reading chapter 6 of “An Introduction to Statistical Learning”. The chapter covers Shrinkage methods including ridge and lasso regression.
This will be a good time to finally talk about hyper parameter tuning. We will use the tune package and dials package. A great place to start learning about these packages is this post.