https://explained.ai/regularization/index.html
A visual explanation for regularization of linear models
Terence Parr
“What’s lacking is a simple and intuitive explanation for what exactly is going on during regularization. The goal of this article is to explain how regularization behaves visually, dispelling some myths and answering important questions along the way.”