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name,model_type,metric_type,metric_value,train_time |
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1_Baseline,Baseline,rmse,22.318935381380832,27.94 |
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2_DecisionTree,Decision Tree,rmse,12.83379766865896,3494.55 |
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3_DecisionTree,Decision Tree,rmse,10.800676293816194,3542.61 |
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4_DecisionTree,Decision Tree,rmse,10.800676293816194,3568.62 |
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5_Default_LightGBM,LightGBM,rmse,0.6114883729173533,5923.24 |
|
6_Default_Xgboost,Xgboost,rmse,0.6337209729289456,5824.88 |
|
7_Default_CatBoost,CatBoost,rmse,0.3466054719490989,41347.01 |
|
8_Default_NeuralNetwork,Neural Network,rmse,1.507023092544376,4638.86 |
|
9_Default_RandomForest,Random Forest,rmse,9.831448649833627,4801.5 |
|
10_Default_ExtraTrees,Extra Trees,rmse,10.432491374345451,4744.49 |
|
20_LightGBM,LightGBM,rmse,0.5885449664707786,6264.59 |
|
11_Xgboost,Xgboost,rmse,0.7207793388180099,5940.07 |
|
29_CatBoost,CatBoost,rmse,0.35817482202487816,60123.81 |
|
38_RandomForest,Random Forest,rmse,9.283044769061258,5999.16 |
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47_ExtraTrees,Extra Trees,rmse,11.564207884976689,5532.58 |
|
56_NeuralNetwork,Neural Network,rmse,1.7698912878113324,5756.18 |
|
6_Default_Xgboost_categorical_mix,Xgboost,rmse,0.6256166277137684,7511.86 |
|
20_LightGBM_GoldenFeatures,LightGBM,rmse,0.5218622452689776,6676.63 |
|
5_Default_LightGBM_GoldenFeatures,LightGBM,rmse,0.5626099955321513,7515.12 |
|
6_Default_Xgboost_categorical_mix_GoldenFeatures,Xgboost,rmse,0.5746448691069389,8348.49 |
|
20_LightGBM_KMeansFeatures,LightGBM,rmse,0.6117777413567926,6887.65 |
|
57_CatBoost,CatBoost,rmse,0.5099142231159661,30362.94 |
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58_CatBoost,CatBoost,rmse,0.5154769877486025,47150.43 |
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57_CatBoost_BoostOnErrors,CatBoost,rmse,0.5165689123489368,31113.81 |
|
Ensemble,Ensemble,rmse,0.32403054771933637,2.36 |
|
7_Default_CatBoost_Stacked,CatBoost,rmse,0.4448082726971148,20187.38 |
|
20_LightGBM_GoldenFeatures_Stacked,LightGBM,rmse,0.48213325995504747,6414.12 |
|
6_Default_Xgboost_categorical_mix_GoldenFeatures_Stacked,Xgboost,rmse,0.4738022038081249,6722.89 |
|
Ensemble_Stacked,Ensemble,rmse,0.3212043110899509,2.98 |
|
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