A Thorough Dive into the Ames Iowa Housing Dataset. Part 3 of 4.

At the end of the second part of this series, we saved a copy of a cleaned and feature engineered data frame as a .csv file. This is the file that we want to use for building our regression models. The model file can be imported from Github if you fork and clone this repository.

Now the real fun begins and we start building models!

We are going to compare a few flavors of linear regression to see how they interact with the data. Ordinary least squares (OLS), OLS with standardization, and OLS…