Shapley value

 

https://github.com/hongqin/Python-CoLab-bootcamp/blob/master/SHAP_wine_tutorial.ipynb

SHAP tutorial from BING

 

There are several popular tutorials on using SHAP for ML. Some of them include:

1. "SHAP: How to Interpret Machine Learning Models With Python" by Dario Radečić on Better Data Science ¹.

2. "An introduction to explainable AI with Shapley values" on the SHAP documentation website ².

3. "Interpretable Machine Learning using SHAP — theory and applications" by Towards Data Science ³.

4. "Tutorial: Explainable Machine Learning with Python and SHAP" by Natalie Beyer on ML Conference ⁴.

These tutorials provide a step-by-step guide on how to use the SHAP package in Python to interpret machine learning models.

Is there anything else you would like to know?

Source: Conversation with Bing, 6/1/2023

(1) SHAP: How to Interpret Machine Learning Models With Python. https://betterdatascience.com/shap/ .

(2) An introduction to explainable AI with Shapley values — SHAP latest .... https://shap.readthedocs.io/en/latest/example_notebooks/overviews/An%20introduction%20to%20explainable%20AI%20with%20Shapley%20values.html.

(3) Interpretable Machine Learning using SHAP — theory and applications .... https://towardsdatascience.com/interpretable-machine-learning-using-shap-theory-and-applications-26c12f7a7f1a.

(4) Tutorial: Explainable Machine Learning with Python and SHAP. https://mlconference.ai/blog/tutorial-explainable-machine-learning-with-python-and-shap/.

SHAP tutorial

 

KernelSHAP vs TreeSHAP

Comparing SHAP approximation methods based on speed, complexity and other considerations

Conor O'Sullivan

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medium-articles/kernelSHAP_vs_treeSHAP.ipynb at master · conorosully/medium-articles · GitHub