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TagBias (in algorithms)

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How Do We Know the Machine Is Right If No One Knows How It Works?

We don’t, and that’s a problem, says Oxford philosopher John Zerilli

Oxford philosopher John Zerilli, author of A Citizen’s Guide to Artificial Intelligence (2021), asks us to consider how machine learning, the most widely used type of AI, might be deciding our lives without our knowing it: There are many reasons not to take job rejections personally, but there’s one in particular you might not consider: you might have been screened out by an algorithm that taught itself to filter candidates by gender, surname or ethnicity – in other words, by factors that have nothing to do with your ability to do the job. Even if you’re unfazed by the spectre of runaway robots enslaving humanity, this little tale shows how the ascendancy of machine learning (ML) comes with risks that…