2min chapter

The Gradient: Perspectives on AI cover image

Been Kim: Interpretable Machine Learning

The Gradient: Perspectives on AI

CHAPTER

Is There a Confirmation Bias in Machine Learning?

You can sometimes get a truth through complicated faithful explanation if you're pursuing sparsity, for example. But there might be some inherent tradeoff. If we have time, I would love to go talk about our efforts to address this issue of ambiguity and explanation from a different angle. And that different angle is to really just show people to their face how strong confirmation bias is.

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