We predict house prices in King County, WA, USA using a combination of traditional features (such as bedrooms, bathrooms, and square footage) and non-traditional features (such as school ratings and crime statistics). King County was selected due to its high population density and ongoing influx of new residents attracted by major companies like Amazon, Google, and Microsoft. Our data sources include recent housing datasets from Redfin, along with school and crime ratings from SchoolDigger and CrimeGrade.org. We implement and compare various models against a baseline model to determine the most effective approach. Ultimately, we develop a Streamlit app that allows users to input data and receive housing price predictions based on our best-performing model.