Linear regression is a kind of supervised learning algorithm; you feed some training data to the model, the model learns the best parameters from them and then you use that model to predict some unseen data. Let us elaborate it a bit. Suppose you have an example dataset of price of houses varying according to the living area; basically a list of tu...