mahdiazhari/code-capstone

Final Capstone project at Amsterdam University College. Analyzed house prices using hedonic regression and Neural Network.

Capstone Project Amsterdam University College

Determinants of Amsterdam House Prices

This project was completed as part of the final thesis at Amsterdam University College. This project's deliverables included a final thesis written as a partial fulfillment of the degree of Bachelor of Arts.

-- Project Status: [Completed]

Summary

Data was obtained from NVM (Dutch Real Estate Agent Organization). Through Hedonic regression, it is found that some house features have a negative linear relation with predicted house price, and apartments in Amsterdam costs more than the other house types in Amsterdam. A neural network regression model was tested against the baseline linear regression model and obtained 10% more accuracy.

Methods Used

• Inferential Statistics
• Machine Learning
• Hedonic Regression
• Data Visualization
• Predictive Modeling

Technologies

• SPSS
• Python
• TensorFlow
• Pandas
• JupyterNotebook