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CITP Seminar: Kristian Lum – Closer Than They Appear: A Bayesian Perspective on Individual-level Heterogeneity in Risk Assessment

Risk assessment instruments are used across the criminal justice system to estimate the probability of some future behavior given covariates. The estimated probabilities are then used in making decisions at the individual level. In the past, there has been controversy about whether the probabilities derived from group-level calculations can meaningfully be applied to individuals. Using Bayesian hierarchical models applied to a large longitudinal dataset from the court system in the state of Kent...
United States Kristian Lum Department Of Computer University Of Pennsylvania Human Rights Data Analysis Group Machine Learning Ethics

Study suggests Twitter's algorithm amplifies conservatives, not liberals

Democrats and Republicans in Congress demonstrated a rare moment of bipartisan unity only weeks before the 2020 presidential election. The House Judiciary Committee was holding a hearing on whether Big Tech corporations like Facebook and Twitter should be broken up. While many of the witnesses discussed antitrust law and other regulatory issues, Rep. Jim Jordan (R-Ohio) made it obvious that he had a whole different agenda.
United States United Kingdom University College London University Of California Accountability Team University Of Cambridge

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Twitter: Our AI image-cropping algorithm is biased toward White people, women

And thats why weve let humans take back control Katyanna Quach Wed 19 May 2021 // 23:26 UTC Share Copy Twitter said its AI-powered image-cropping algorithm is slightly biased in favor of White people and women after all, and has taken steps to ditch its reliance on the machine-learning code. The algorithm was used to automatically decide which portion of a photo shared on the social network was best for the screen viewing it. You can upload pictures in all sorts of sizes...
Rumman Chowdhury Understanding Research Machine Learning Ethics Content Understanding Research புரிதல் ஆராய்ச்சி இயந்திரம் கற்றல் நெறிமுறைகள்

Google Grapples with Ethical AI – The New Stack

When Google fired Timnit Gebru, technical co-lead of its ethical artificial intelligence team last year, amid controversy over a paper she was co-authoring with academics and other Google researchers, the company unleashed a firestorm of criticism of the bias apparently shown by its own management, its apparent defensiveness about potential flaws in the AI underpinning its core search service and even the role of corporate research in the field of artificial intelligence as a whole. Can Google...
Margaret Mitchell George Floyd Eric Horvitz Jeff Dean Meredith Whittaker Sundar Pichai

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