# 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)


{}
region:us
TAGS
#region-us 

AutoML Leaderboard
==================



### AutoML Performance


!AutoML Performance


### AutoML Performance Boxplot


!AutoML Performance Boxplot


### Features Importance


!features importance across models


### Spearman Correlation of Models


!models spearman correlation



### AutoML Performance


!AutoML Performance ### AutoML Performance Boxplot


!AutoML Performance Boxplot ### Features Importance


!features importance across models ### Spearman Correlation of Models


!models spearman correlation
TAGS
#region-us 
 ### AutoML Performance


!AutoML Performance ### AutoML Performance Boxplot


!AutoML Performance Boxplot ### Features Importance


!features importance across models ### Spearman Correlation of Models


!models spearman correlation