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But as most human faces in the dataset were white, it was not a diverse enough representation to accurately train the algorithm.

The algorithm then internalized this proportional bias and did not recognize some black people as being human.

The high-strung sister, the runaway brother, the over-entitled youngest.

In the Microsoft family of social-learning chatbots, the contrasts between Tay, the infamous, sex-crazed neo-Nazi, and her younger sister Zo, your teenage BFF with #friendgoals, are downright Shakespearean.

These social lines are often correlated with race in the United States, and as a result, their assessments show a disproportionately high likelihood of recidivism among black and other minority offenders.“There are two ways for these AI machines to learn today,” Andy Mauro, co-founder and CEO of Automat, a conversational AI developer, told Quartz.

“There’s the programmer path where the programmer’s bias can leech into the system, or it’s a learned system where the bias is coming from data.

I’ve been checking in with Zo periodically for over a year now.Though Google emphatically apologized for the error, their solution was troublingly roundabout: Instead of diversifying their dataset, they blocked the “gorilla” tag all together, along with “monkey” and “chimp.”AI-enabled predictive policing in the United States—itself a dystopian nightmare—has also been proven to show bias against people of color.Northpointe, a company that claims to be able to calculate a convict’s likelihood to reoffend, told Pro Publica that their assessments are based on 137 criteria, such as education, job status, and poverty level.This created accidental misnomers, such as words like “embarrassing” appearing in chats as “embarr***ing.” This attempt at censorship merely led to more creative swearing, (a$$h0le).But now instead of auto-censoring one human swear word at a time, algorithms are accidentally mislabeling things in the thousands.

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A few months after Tay’s disastrous debut, Microsoft quietly released Zo, a second English-language chatbot available on Messenger, Kik, Skype, Twitter, and Groupme.