Can you make an AI that isn’t ableist?

As part of a new initiative, she is now exploring new design processes and technical methods to mitigate machine bias against people with disabilities..Why is fairness to people with disabilities a different problem from fairness concerning other protected attributes like race and gender?.Disability status is much more diverse and complex in the ways that it affects people..But when it comes to disability, there are so many different forms and different levels of severity..About one in five people in the US currently have a disability of some kind..As humans, we decided the best way to avoid disability discrimination is to not reveal disability status..Shari Trewin, researcher on IBMs Accessibility Leadership team courtesy of IBM Yeah, that’s the first thing people think of: if the system doesn’t know anything about individuals’ disability status, surely it will be fair..But the problem is that the disability often impacts other bits of information that are being fed into the model..So if there are so many different nuances to disability, is it actually possible to achieve fairness?.The way that machine learning judges people by who it thinks they’re similar to—even when it may never have seen anybody similar to you—is a fundamental limitation in terms of fair treatment for people with disabilities..How do you get over the problem of people being private about their disability status?.There’s a lot of discrimination and bias and misunderstanding of people with disabilities in society today..If we can find a way to produce AI systems that eliminate that kind of bias, then we can start to change the treatment of people with disabilities and reduce discrimination.. More details

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