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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.

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Toy example for SHAP loss values

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