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SHAP: Explain Any Machine Learning Model in Python

Your Comprehensive Guide to SHAP, TreeSHAP, and DeepSHAP

Louis Chan
Towards Data Science
13 min readJan 11, 2023

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Motivation

Story Time!

Imagine you have trained a machine learning model to predict the default risk of mortgage applicants. All is good, and the performance is excellent too. But how does the model work? How does the model…

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