AutoML Leaderboard

Models in this report were generated and selected automatically by MLJAR AutoML. Review model behavior, data suitability, and decision impact before important use.

Best model name model_type is_stacked metric_type metric_value train_time
1_Baseline Baseline False mae 13.661 0.82
2_DecisionTree Decision Tree False mae 9.102 3.02
3_Linear Linear False mae 8.67655 1.16
4_Default_LightGBM LightGBM False mae 4.68008 2.54
the best Ensemble Ensemble False mae 4.65781 0.28

AutoML Performance

AutoML Performance

AutoML Performance Boxplot

AutoML Performance Boxplot

Features Importance (Original Scale)

features importance across models

Scaled Features Importance (MinMax per Model)

scaled features importance across models

Spearman Correlation of Models

models spearman correlation