ArbenArben/zurich-apartment-price-predictor

🏠 Zurich Apartment Price Predictor

This web application predicts the estimated monthly rent of an apartment in Zurich using a machine learning model.

Demo

Try the live application directly on this page.

Features

• —Predict apartment rent in Zurich
• —Interactive web interface
• —Machine learning model trained with apartment and demographic data

Input variables

The model uses the following inputs:

• —Number of rooms
• —Apartment size (area)
• —Population
• —Population density
• —Foreign population percentage
• —Employment
• —Tax income
• —Apartment characteristics (luxurious, temporary, furnished)
• —Area category

Technology stack

• —Python
• —Scikit-learn
• —Pandas
• —Gradio
• —Hugging Face Spaces

Model

The prediction model is a Random Forest Regressor trained to estimate apartment rent prices based on apartment features and regional statistics.

Author

Arben

Iterative Modeling Process