The What, When, and Why of Regularization in Machine Learning

In this post, we will try and understand some of the following in relation to regularizing the regression of machine learning models to achieve higher accuracy and stable models: Background What is regularization? Why and when does one need to adopt/apply the regularization technique? Background At