Importance | XGBoosting

Helpful examples of feature importance with XGBoost models.

Examples	Tags
Configure XGBoost "importance_type" Parameter	Parameters Importance
How to Use xgboost.plot_importance()	Importance Plot
Use XGBoost Feature Importance for Feature Selection	Importance Data Feature Selection
Use XGBoost Feature Importance for Incremental Feature Selection	Importance Data Feature Selection
What is a Feature Importance	Background Importance Plot
Which XGBoost Feature Importance to Use	Background Importance Plot
XGBClassifier Plot Feature Importance With Feature Names	Importance Plot
XGBoost "cover" Feature Importance	Importance
XGBoost "feature_importances_" Property	Importance
XGBoost "gain" Feature Importance	Importance
XGBoost "total_cover" Feature Importance	Importance
XGBoost "total_gain" Feature Importance	Importance
XGBoost "weight" Feature Importance	Importance
XGBoost Best Feature Importance Score	Importance Plot
XGBoost Feature Importance Consistent After Features Are Removed	Importance
XGBoost Feature Importance Unstable	Importance Plot
XGBoost Feature Importance with get_fscore()	Importance
XGBoost Feature Importance with get_score()	Importance
XGBoost Feature Importance with SHAP Values	Importance Plot
XGBoost Permuation Feature Importance	Importance Plot
XGBoost Plot Feature Importance With Feature Names	Importance Plot
XGBoost Plot Top-10 Most Important Features	Importance Plot
XGBoost plot_importance() With Feature Names	Importance Plot
XGBoost Remove Least Important Features	Data Importance Feature Selection
XGBoost Save Feature Importance Plot to File	Importance Plot
XGBRegressor Plot Feature Importance With Feature Names	Importance Plot