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.
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.
- Inferential Statistics
- Machine Learning
- Hedonic Regression
- Data Visualization
- Predictive Modeling
- SPSS
- Python
- TensorFlow
- Pandas
- JupyterNotebook