AI's Blindspots and Where to Find Them
Deborah Raji
2019 Invited Talk
in
Workshop: Machine Learning for the Developing World (ML4D): Challenges and Risks
in
Workshop: Machine Learning for the Developing World (ML4D): Challenges and Risks
Abstract
When we deploy machine learning models, what are the known scenarios in which the technology does not work? In this talk, we will go over the many potential blindspots in ML deployments, and how, as a fundamentally narrow and limited technology, we need to be careful to communicate, evaluate for and directly address these risks in a way that protects users and reinforces developer accountability.
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