This study aims to predict the prices of residential properties in Catonsville, MD based on publicly available tax assessment data maintained by Maryland government institutions. Recent legislation has made it a requirement for local governments provide up-to-date, easily accessible its constituents. used three regression techniques: linear, ridge, and lasso regression. Extracting over 11,000 p...