Understanding Linear Regression

Abstract: Although Linear Regression is arguably one of the most popular analytical techniques, I believe it isn't understood well. Several fundamental assumptions are violated during application. The objective of this note is to provide an overview of the assumptions and possible fixes. Linear regression is arguably one of the most widely used techniques in the data science world. But, a comprehensive understanding of this technique is not universal and it is at a level that is less than desired.