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What to Be Careful About When Interpreting SHAP Explanations
SHAP explanations tell you how a model behaves, not how the world works. The documentation explicitly warns readers to "be carefu…
Where to Find SHAP Examples and API Reference in the Documentation
The SHAP documentation at shap.readthedocs.io organizes examples by data type and puts the full API reference in a dedicated Refe…
What kinds of machine learning models and data can SHAP explain?
SHAP (SHapley Additive exPlanations) is described in its documentation as "a game theoretic approach to explain the output of any…
How to Install SHAP
SHAP can be installed from either PyPI or conda-forge. If you use pip, run pip install shap. If you use conda, run conda install …
What Is the SHAP Documentation Website?
shap.readthedocs.io is the official documentation site for SHAP (SHapley Additive exPlanations), a game-theoretic method for expl…