Model R2 RMSE MAE MAPE
0 XGBoost 0.284993 1.159483 0.840530 14.274306
1 CatBoost 0.257622 1.181468 0.861883 14.630324
2 LightGBM 0.243917 1.192324 0.873531 14.844861
3 RandomForest 0.242562 1.193391 0.884322 14.998427
4 GradientBoosting 0.238384 1.196678 0.870212 14.898042
5 GAM 0.194982 1.230303 0.964650 16.527284
6 ElasticNet 0.131210 1.278105 0.996279 17.145959