Category: Visualization
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Playing with AI Fairness: Google’s New Machine Learning Diagnostic Tool Lets Users Try on Five Different Types of Fairness
Demographic Parity, Equal Accuracy, Equal Opportunity, Fairness, Google, Group Thresholds, Group Unaware, Machine LearningAuthor: David Weinberger; Publisher: What-If Tool; Publication Year: N/A. The following article discusses how Google created a “What-If” visualization tool to test machine learning systems and demonstrate how they perform in regards to different definitions…
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The Data Ethics Canvas
Author: Dave Tarrant James Maddison; Publisher: Open Data Institute; Publication Year: 2021. The following tool is for anyone who collects, shares or uses data. It helps identify and manage ethical issues – at the start…
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Bias in Machine Learning
Algorithms, Discrimination, Feedback Loop, Inequality, Machine Learning, Machine Learning Lifecycle, Miro, Unconscious BiasAuthor: N/A; Publisher: Miro; Publication Year: N/A. The following visualization highlights the impact of bias in several aspects of the machine learning lifecycle. One point discussed frequently is the patterns of bias and discrimination baked…
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Design for Data Ethics
Author: Cat Drew; Publisher: Royal Society Publishing; Publication Year: N/A. Summary: The following visual provides a clear framework and flow chart for data ethics in design practice. This resource has more general data ethics framework…