Housing in the San Francisco Bay Area: Deal Hunting Using Machine Learning

Modeling home prices reveals undervalued neighborhoods and listings.

Michael Boles
Towards Data Science
14 min readAug 26, 2019

--

Aerial view of San Francisco downtown and the East Bay. Photo credit: Unsplash

Summary

This article describes the collection, visualization, and modeling of single-family home prices listed across the San Francisco Bay Area. Using a data set of 7,000 active listings from…

--

--

Chemistry PhD, Silicon Valley engineer, data scientist, traveler, polyglot, dog lover.