Linear Regression Setup When performing linear regression, we need to compute several important quantities which will be used throughout our analysis. Unless otherwise specified when asked to make a prediction please assume we are predicting y from x throughout this assignment. To help with our later analysis, we will begin by writing some of these functions and understanding what they can do for us