Predicting Amsterdam house / real estate prices using Ordinary Least Squares-, XGBoost-, KNN-, Lasso-, Ridge-, Polynomial-, Random Forest-, and Neural Network MLP Regression (via scikit-learn)
1. XGBoost Regression
2. Random Forest Regression
3. Polynomial Regression
4. Neural Network MLP Regression
5. KNN Regression
6. Ordinary Least-Squares Regression
7. Ridge Regression
8. Lasso Regression
surface rooms_new zipcode_new price_new latitude longitude
0 138.0 4.0 1060 420000 40.804672 -73.963420
1 130.0 5.0 1087 550000 52.355590 5.000561
2 116.0 5.0 1061 425000 52.373044 4.837568
3 92.0 5.0 1035 349511 52.416895 4.906767
4 127.0 4.0 1013 1050000 52.396789 4.876607