So, you think you know linear regression? I have likely run thousands of regression models as a researcher and data analyst. However, a recent job interview made me think about some finer details of linear regression. As a consequence, I wanted to brush up on the topic. The outcome is a series of posts on linear regression. This is the first part and provides the foundations of linear regression.