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AutoML Leaderboard
Best model | name | model_type | metric_type | metric_value | train_time |
---|---|---|---|---|---|
1_Baseline | Baseline | rmse | 22.3189 | 27.94 | |
2_DecisionTree | Decision Tree | rmse | 12.8338 | 3494.55 | |
3_DecisionTree | Decision Tree | rmse | 10.8007 | 3542.61 | |
4_DecisionTree | Decision Tree | rmse | 10.8007 | 3568.62 | |
5_Default_LightGBM | LightGBM | rmse | 0.611488 | 5923.24 | |
6_Default_Xgboost | Xgboost | rmse | 0.633721 | 5824.88 | |
7_Default_CatBoost | CatBoost | rmse | 0.346605 | 41347 | |
8_Default_NeuralNetwork | Neural Network | rmse | 1.50702 | 4638.86 | |
9_Default_RandomForest | Random Forest | rmse | 9.83145 | 4801.5 | |
10_Default_ExtraTrees | Extra Trees | rmse | 10.4325 | 4744.49 | |
20_LightGBM | LightGBM | rmse | 0.588545 | 6264.59 | |
11_Xgboost | Xgboost | rmse | 0.720779 | 5940.07 | |
29_CatBoost | CatBoost | rmse | 0.358175 | 60123.8 | |
38_RandomForest | Random Forest | rmse | 9.28304 | 5999.16 | |
47_ExtraTrees | Extra Trees | rmse | 11.5642 | 5532.58 | |
56_NeuralNetwork | Neural Network | rmse | 1.76989 | 5756.18 | |
6_Default_Xgboost_categorical_mix | Xgboost | rmse | 0.625617 | 7511.86 | |
20_LightGBM_GoldenFeatures | LightGBM | rmse | 0.521862 | 6676.63 | |
5_Default_LightGBM_GoldenFeatures | LightGBM | rmse | 0.56261 | 7515.12 | |
6_Default_Xgboost_categorical_mix_GoldenFeatures | Xgboost | rmse | 0.574645 | 8348.49 | |
20_LightGBM_KMeansFeatures | LightGBM | rmse | 0.611778 | 6887.65 | |
57_CatBoost | CatBoost | rmse | 0.509914 | 30362.9 | |
58_CatBoost | CatBoost | rmse | 0.515477 | 47150.4 | |
57_CatBoost_BoostOnErrors | CatBoost | rmse | 0.516569 | 31113.8 | |
Ensemble | Ensemble | rmse | 0.324031 | 2.36 | |
7_Default_CatBoost_Stacked | CatBoost | rmse | 0.444808 | 20187.4 | |
20_LightGBM_GoldenFeatures_Stacked | LightGBM | rmse | 0.482133 | 6414.12 | |
6_Default_Xgboost_categorical_mix_GoldenFeatures_Stacked | Xgboost | rmse | 0.473802 | 6722.89 | |
the best | Ensemble_Stacked | Ensemble | rmse | 0.321204 | 2.98 |
AutoML Performance
AutoML Performance Boxplot
Features Importance
Spearman Correlation of Models
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