In this chapter, we learned how to acquire data on real estate listings, how to utilize the functionality of pandas to manipulate and sanitize that data, how to inspect the data visually with choropleths, and finally, how to build and use regression modeling to price out an apartment.

At this point, we have just touched the surface of machine learning. In the chapters that follow, we'll go further into how to evaluate the quality of our model, and we'll also learn how to turn them into full-scale solutions.