Responsible AI
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How Clarify helps machine learning developers detect unintended bias
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In his machine learning keynote at re:Invent on Tuesday, Swami Sivasubramanian, vice president of machine learning, Amazon Web Services (AWS), announced ...

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USC and Amazon establish Center for Secure and Trusted Machine Learning
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USC and Amazon today announced they are creating a joint research center focused on development of new approaches to machine learning (ML) privacy, ...

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National Science Foundation, in collaboration with Amazon, awards 11 Fairness in AI grant projects
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In 2019, the National Science Foundation (NSF) and Amazon announced a collaboration to accelerate research on fairness in AI, with each ...

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Working toward fairer machine learning
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Editor’s note: Michele Donini is a senior applied scientist with Amazon Web Services (AWS). He and his co-author, Luca Oneto, associate professor of ...

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New dataset, metrics enable evaluation of bias in language models
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Language models, which encode the probabilities of particular sequences of words, have been much in the news lately for their almost uncanny ability to ...

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How a paper by three Oxford academics influenced AWS bias and explainability software
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SageMaker Clarify helps detect statistical bias in data and machine learning models. It also helps explain why those models are making specific predictions. ...

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3 questions with Michael Kearns: Designing socially aware algorithms and models
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The first Amazon Web Services (AWS) Machine Learning Summit on June 2 will bring together customers, developers, and the science community to learn about ...

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AWS releases code to help reduce bias in machine learning models
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In recent years, algorithmic bias has become an important research topic in machine learning. Sometimes, because of imbalances in training data or other ...

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U.S. National Science Foundation, Amazon seek submissions for third round of Fairness in AI grant projects
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Creating fairness in artificial intelligence (AI) is a key goal in designing AI systems capable of addressing big challenges in the world. To help achieve ...

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Third Conference on Truth and Trust Online open for submissions
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The topics of truth and trust online have grown in importance in recent years, with consequences for millions of people globally. The research community ...

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