Chancylin / shap_loss

Toy example for SHAP loss values

Toy Example: SHAP loss values for model debugging and monitoring

Jupyter Notebook

Census income classification with XGBoost_shap_loss.ipynb

• Description: an top example to illustrate the calculation of shap loss values and its use for model debugging and monitoring, modified based on a tutorial example from SHAP package.
  

Explaining the Loss of a Model.ipynb

• Description: a quick example to show the calculation of shap loss values, a tutorial example from SHAP package.

helper_functions

• Description: some helper functions for the notebook.

shap_values

• Description: data files of shap loss values in this example.