/apartment_costs_regression

A multiple linear regression model that computes apartment costs in Poland based on available data.

Primary LanguageJupyter NotebookMIT LicenseMIT

Apartment costs regression model

This model considers several variables such as size and location to assess the expense of a specific living unit. For learning purposes, I did not use Scikit-learn or any other library initially. Once my model was ready, I recreated it using Scikit-learn and then validated both versions using the RMSE metric.

Data source: Kaggle.The data has been collected in 3rd quarter of 2023 and represents polish real estate market.

Repository Contents

Requirements

To run the Jupyter notebooks and replicate the analysis, the following dependencies are required:

  • Python 3.x
  • Jupyter Notebook
  • Pandas
  • Matplotlib
  • Scikit-learn

Results

Conclusion

License

This project is licensed under the MIT License.