Moel Explaination Tools

  • Skater
  • Shap

Telling A Story

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我们建立xbgoost模型得到如下性能指标


xgboost自带特征重要性

Skater


Skater Feature Importance


Skater Partial Dependency


Skater Partial Dependency


Skater 2 Ways Partial Dependency


Skater local interpretation


Skater local interpretation


Skater surrogate tree

Shap

SHAP Local Interpretation


SHAP Local Interpretation


SHAP Local Batch nterpretation


SHAP Global Interpretation


SHAP Global Interpretation


SHAP Partial Dependency


SHAP Partial Dependency


SHAP 2 ways Partial Dependency


SHAP 2 ways Partial Dependency


SHAP 2 ways Partial Dependency

Machine Learning Applications and practices