Get more out of XAI: 10 Tips

Explainable AI is about more than applying algorithms

Conor O'Sullivan
Towards Data Science
9 min readFeb 27, 2024

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Photo by Marten Newhall on Unsplash

I remember the first time I used SHAP. Well, tried to use it. I wanted to understand an XGBoost model trained with over 40 features and many of those were highly correlated. The plots looked cool! But, that was pretty much it.

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PhD Student | Writer | Houseplant Addict | Follow me for articles on IML, XAI, Algorithm Fairness and Remote Sensing