Advanced House Price Prediction

In this notebook we use advanced regression models to predict house prices

Dataset on kaggle

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