If you want to deal with linear regression and want to understand the statistical basics behind the regression, this article aims to show the roadmap for your learning. In my one of the previous articles, I have talked about “The Journey of Probability and Statistics” and this article can be accepted as a proceeding of that previous article. As you start learning statistics, the first door you go in is "the probability" which defines the behavior of the real-life event with some mathematical phrases. Then comes the distributions. Of course, the normal distribution defines a (mostly) typical scenario. While your learning path continues, you collect your tools for the linear regression.
I simply define the roadmap for the linear regression as of the following:
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