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The Importance of Inherently Interpretable Machine Learning
The goal is to develop tools that even non data scientists and experts can at least look at what the explanations and interpretations are. So, it's the, so, SML and AI get more widely used. If you don't design or explainability from the beginning, then you won't be successful in what you're asking about.