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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

AutoML Performance Boxplot

AutoML Performance Boxplot

Features Importance

features importance across models

Spearman Correlation of Models

models spearman correlation

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