Machine Learning with Python: Regression (complete tutorial)

First of all, I need to import the following libraries. Then I will read the data into a pandas Dataframe. The original dataset contains 81 columns, but for the purposes of this tutorial, I will work with a subset of 12 columns. Details about the columns can be found in the provided link to the dataset. Please note that each row of the table represents a specific house (or observation).