FactSheets: Increasing Trust in AI Services through Supplier's Declarations of Conformity

no code implementations • 22 Aug 2018 • Matthew Arnold, Rachel K. E. Bellamy, Michael Hind, Stephanie Houde, Sameep Mehta, Aleksandra Mojsilovic, Ravi Nair, Karthikeyan Natesan Ramamurthy, Darrell Reimer, Alexandra Olteanu, David Piorkowski, Jason Tsay, Kush R. Varshney

We envision such documents to contain purpose, performance, safety, security, and provenance information to be completed by AI service providers for examination by consumers.

Fairness

Towards Automating the AI Operations Lifecycle

no code implementations • 28 Mar 2020 • Matthew Arnold, Jeffrey Boston, Michael Desmond, Evelyn Duesterwald, Benjamin Elder, Anupama Murthi, Jiri Navratil, Darrell Reimer

Today's AI deployments often require significant human involvement and skill in the operational stages of the model lifecycle, including pre-release testing, monitoring, problem diagnosis and model improvements.