One of the simplest forms of regression is linear regression. We start our discussion with linear regression so that we can appreciate what exactly we are trying to do for predictive analytics using regression.
Also, try to notice the characteristics that evolve from linear regression which can be used in general for evaluating the goodness of a regression.