/Advanced-House-Price-Prediction

Predicting house prices using advanced regression algorithms

Primary LanguageJupyter Notebook

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

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