Regression ( Part - 1 )

Under machine learning there are two prominent categories of algorithms or technique :
Regression : Predict real-valued output
Classification : Predict discrete-valued output

What I am gonna discuss in this post is the Idea of regression and the various ways in which we can really picture that what is actually going on. This will be a long post ( Relatively :-D )