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