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Using ML tools learned recently in courses on the Kaggle House Prices challenge


Algorithm Options R^2 score Kaggle score
Support Vector Regressor rbf 0.80 0.16950
Support Vector Regressor linear 0.72 0.16441
Support Vector Regressor poly 0.59 0.35533
CatBoost auto 0.93 0.21919
CatBoost hyperopt 0.82 0.24115
XGBoost
Random Forest 20 estimators
Voting ensemble
AdaBoost
Bagging
Gradient boosting
GridsearchCV
Neural Net