We Need It Because Our Bosses Are Always Asking Us to "Make it Explainable" - Project Solve For Me
But Seriously, it's for our own good. Think about all the times you've had to explain to your boss how the model works, but really you're just winging it. Explainable AI is like having a good lawyer for your model.
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