Chapter 2. Build an App to Find Underpriced Apartments

In the previous chapter, we learned the essentials for working with data. We'll now apply this knowledge to build our first machine learning application. We'll begin with a minimal but practical example: building an application to identify underpriced apartments.

If you've ever searched for an apartment, you will appreciate how frustrating the process can be. Not only is it time-consuming, but even when you do find an apartment that you like, how do you know if it's the right apartment?

You likely have a target budget and location in mind. However, if you are anything like me, you are also willing to make a few trade-offs. For example, I live in New York City, and being near an amenity like ...

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