Flawed models

flawed_models.txt

>> Regression: 

dataset: [diamonds], target: [price], by_col: [color], prod(dim(df)): [539400]
        model time  memory        mse    R2
1:  svmRadial 80.8 16.6 MB   403177.8 0.974
2:        xgb  1.0  4.1 MB  1201304.2 0.924
3:        glm  0.5 19.9 MB  1585278.7 0.899
4: mean_dummy  0.0       0 15767646.5 0.000
....

        model  time  memory      mse    R2
1:        xgb   1.5 4.15 MB  1139890 0.927
2:        glm   0.7 17.7 MB  1447223 0.907
3:  svmLinear 611.9 9.82 MB  1598951 0.897
4: mean_dummy   0.0       0 15576788 0.000
....

         model   time  memory        mse    R2
 1:         rf 1183.7  451 MB   293562.4 0.982
 2:     ranger    3.2  180 MB   295434.8 0.982
 3:   catboost    1.8 4.06 MB   471722.2 0.970
 4:       kknn   40.1 16.3 MB   563559.2 0.965
 5:        xgb    0.8 3.76 MB  1172524.7 0.927
 6:       lgbm    0.4 3.64 MB  1405104.6 0.912
 7:        glm    0.6 17.7 MB  1528333.1 0.904
 8:     glmnet    1.0 8.48 MB  1573850.5 0.902
 9:     glm_by    2.1 19.7 MB  1610757.8 0.899
10: mean_dummy    0.0       0 15985243.9 0.000