how to lie with statistics Machine learning is innately conservative and wants you to either act like everyone else, or never change Cory Doctorow

nist NIST confirms that facial recognition is a racist, sexist dumpster-fire Cory Doctorow

African American English Training bias in AI "hate speech detector" means that tweets by Black people are far more likely to be censored Cory Doctorow

cheap tricks AI is like a magic trick: amazing until it goes wrong, then revealed as a cheap and brittle effect Cory Doctorow

empirical facewash Beyond GIGO: how "predictive policing" launders racism, corruption and bias to make them seem empirical Cory Doctorow

garbage training data in Amazon trained a sexism-fighting, resume-screening AI with sexist hiring data, so the bot became sexist Cory Doctorow

speech recognition Voice assistants suck, but they suck worse if you have an "accent" Cory Doctorow

plenty of room at the bottom Garbage In, Garbage Out: machine learning has not repealed the iron law of computer science Cory Doctorow

artificial stupidity AI's blind spot: garbage in, garbage out Cory Doctorow

Kerckhoff's principle Rules for trusting "black boxes" in algorithmic control systems Cory Doctorow

gigo Sampling bias: how a machine-learning beauty contest awarded nearly all prizes to whites Cory Doctorow

gigo Weapons of Math Destruction: invisible, ubiquitous algorithms are ruining millions of lives Cory Doctorow

data science Big Data Ethics: racially biased training data versus machine learning Cory Doctorow