Explaining explainable AI: understanding SHAP

Posted on Fri 27 December 2019 in posts • Tagged with python, machine learning, interpretable machine learning

Explaining explainable AI: understanding SHAPΒΆ

Explainable artificial intelligence (XAI, a.k.a interpretable machine learning) is a thing those days. The goal of XAI is to provide explanations for machine learning models predictions, such that humans can understand the reasons that lead to those predictions.

It is important to know the reasons behind an algorithm's predictions in a variety of contexts:

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