Beyond bias: Algorithmic unfairness, infrastructure, and genealogies of data

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This AI and Health Discovery discusses the problems of bias and datasets used in machine learning and AI systems. Join Alex Hanna, Director of Research at the Distributed AI Research Institute (DAIR), to uncover deeper issues with data used in AI, including problematic categorizations and the extractive logics of crowd work and data mining. This talk will first focus on reframing data as a form of infrastructure, and as such, implicating politics and power in the construction of datasets. Secondly, it discusses the development of a research program around the genealogy of datasets used in machine learning and AI systems. It will present why these genealogies should be attentive to the constellation of organizations and stakeholders involved in their creation, including the intent, values, and assumptions of their authors and curators, and the adoption of datasets by subsequent researchers to ensure fairness in automated decision-making systems.

This live event includes a 30-minute networking event hosted on the AI for Good Neural Network. This is your opportunity to ask questions, interact with the panelists and participants and build connections with the AI for Good community.

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Start date
13 April 2022 at 17:00 CEST, Geneva | 23:00-00:30 CST, Beijing | 11:00-12:30 EST, New York
End date
13 April 2022 at 18:30 CEST, Geneva | 23:00-00:30 CST, Beijing | 11:00-12:30 EST, New York
Duration
90 minutes (including 30 min networking)
Programme stream
- Discovery - AI and Health
Topics
- Data
  Ethics
  Health
  Inclusivity
UN SDGs
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Beyond bias: Algorithmic unfairness, infrastructure, and genealogies of data