LilHomie - Housing Price Prediction Rapid Prototype

Author: (EJ) Vivek Pandey

LilHomie is a rapid prototyping project that aims to generate housing appraisals to determine values of properties in the New York Tri-state Area.

This repository contains all the associated work that has been done for the area which includes:

• Web Crawler to gather housing data
• Notebooks associated with data engineering, EDA, and ML Modeling
• Serverless API setup to make predictions off the serialized models
• Web App

Future Enhancements

• Adding support to crawl and extract through remaining 3 property page formats in Trulia
• Spiders in Web Crawler to extract data from Zillow
• Speeding up the crawler with distributed spiders
• Feeding the ML model with data of properties across the US and making necessary adjustments based on new results, instead of the tri-states properties it is limited to (but this requires the above three enhancements to be done first)

Questions?

Email the author at [email protected]