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What should people who design AI know?

2 pointsby tonystubblebineover 2 years ago

1 comment

cratermoonover 2 years ago
Algorithmic bias is a well-known and widely-studied phenomenon. At least as far back as the early 2000s, researchers were publishing about it. Perhaps something that should be required reading for programmers.<p>Picturing algorithmic surveillance: the politics of facial recognition systems <a href="https:&#x2F;&#x2F;www.ssoar.info&#x2F;ssoar&#x2F;handle&#x2F;document&#x2F;20067" rel="nofollow">https:&#x2F;&#x2F;www.ssoar.info&#x2F;ssoar&#x2F;handle&#x2F;document&#x2F;20067</a><p>The Hidden Biases in Big Data <a href="https:&#x2F;&#x2F;hbr.org&#x2F;2013&#x2F;04&#x2F;the-hidden-biases-in-big-data" rel="nofollow">https:&#x2F;&#x2F;hbr.org&#x2F;2013&#x2F;04&#x2F;the-hidden-biases-in-big-data</a><p>Police are using software to predict crime. Is it a ‘holy grail’ or biased against minorities? <a href="https:&#x2F;&#x2F;www.washingtonpost.com&#x2F;local&#x2F;public-safety&#x2F;police-are-using-software-to-predict-crime-is-it-a-holy-grail-or-biased-against-minorities&#x2F;2016&#x2F;11&#x2F;17&#x2F;525a6649-0472-440a-aae1-b283aa8e5de8_story.html" rel="nofollow">https:&#x2F;&#x2F;www.washingtonpost.com&#x2F;local&#x2F;public-safety&#x2F;police-ar...</a><p>Automating Judicial Discretion: How Algorithmic Risk Assessments in Pretrial Adjudications Violate Equal Protection Rights on the Basis of Race <a href="https:&#x2F;&#x2F;scholarship.law.umn.edu&#x2F;cgi&#x2F;viewcontent.cgi?article=1680&amp;context=lawineq" rel="nofollow">https:&#x2F;&#x2F;scholarship.law.umn.edu&#x2F;cgi&#x2F;viewcontent.cgi?article=...</a><p>How We Analyzed the COMPAS Recidivism Algorithm <a href="https:&#x2F;&#x2F;www.propublica.org&#x2F;article&#x2F;how-we-analyzed-the-compas-recidivism-algorithm" rel="nofollow">https:&#x2F;&#x2F;www.propublica.org&#x2F;article&#x2F;how-we-analyzed-the-compa...</a>