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3min chapter
Been Kim: Interpretable Machine Learning
The Gradient: Perspectives on AI
TCAV Methods - Concept Based Explanation
All different mediums, like examples of pixels and concepts, all have pros and cons. I think it's important to study this, your task carefully to figure out which medium is the best fit to achieve your end goal. One might find concept useful, the other might find feature useful, really depending on what you do. But for a variety of these methods to solve the end task and better evaluation we have, the better tools available for the experts to effectively solve their problem efficiently.
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