Advanced House Price Prediction
In this notebook we use advanced regression models to predict house prices
Contents
Data Cleaning
- Column removal
- Missing values handling
Data Understanding and EDA
- Correlation analysis
- Barchart
- Histogram
Data Preprocessing
- Standard scaling for features
- Normalizing target
Modeling
- XGBoost regressor
- Catboost regressor
- Random forest regressor
- SVR
Evaluation
- MAE
- R2 score
Comparison
Here is a comparison between models mean absolute errors