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Been Kim: Interpretable Machine Learning

The Gradient: Perspectives on AI

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The Importance of Having Experts in the Room in Machine Learning

Roxanne Jones: It's a difficult balance between framing the question to the machine and the way that we can understand versus limiting it. In medical domain, I just gave a talk at the Shinani Conference for Healthcare where I talked after a doctor who really thinks about this real problems,. How do we save more lives? She says only one paper out of seven medical machine learning papers includes experts, medical experts. That's very, very low. We just only have engineers who don't really do this medical practice day to day. You really need those experts in the room so that we can strike sweet balance between limiting the network or extracting something that we can understanding.

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