Using Melbourne, Australia dataset from Kaggle.com, we analyzed the factors that determine the type of housing properties from Single-family house, Townhouse, and Apartment using multinomial logistic regression. We also predicted the property price using various machine learning algorithms such as Random Forest, Gradient Boosting, etc.