Developing Community Guidelines for AI-Ready Data

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Developing Community Guidelines for AI-Ready Data NCEI Science Council Meeting, 2022-04-14 Stacie Robinson, Douglas Rao, Rob Redmon, Eric Kihn Motivation Executive Order 2019: Maintaining American Leadership in Artificial Intelligence: ...

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01
Developing Community Guidelines
for AI-Ready Data NCEI Science Council Meeting, 2022-04-14 Stacie Robinson, Douglas Rao, Rob Redmon, Eric Kihn<br>
02
Motivation Executive Order 2019: Maintaining American Leadership in Artificial Intelligence:

“... agencies shall improve data and model inventory documentation to enable discovery and usability, and shall prioritize improvements to access and quality of AI data and models based on the AI research community's user feedback.” NOAA’s strategy on AI plans to:

“Define the data quality, documentation, and dissemination requirements for NOAA’s AI-ready open data to ensure consistent standards across federal agencies.” https://sciencecouncil.noaa.gov/NOAA-Science-Technology-Focus-Areas ‹#›<br>
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‹#› NCAI’s Approach for AI-Ready Data ‹#› How can data users find data that is easy to use in AI/ML?
How can data providers assess and improve usability?

What is needed:
A definition of AI-readiness
Specific, community-defined user guidelines
Assessment tools for data providers
Way to represent readiness level so providers can report data readiness and users can compare
Feedback and iteration to improve the guidelines
Ideally, a formally published standard (or set of standards)

NOAA is leading a collaboration under the Earth Science Information Partners (ESIP) working to develop the community guidelines
US Federal agencies, universities, NGOs, private sector, and international partnership
https://wiki.esipfed.org/Data_Readiness NOAA acoustic data used in deep learning to identify whale songs. https://www.fisheries.noaa.gov/science-blog/ok-google-find-humpback-whales<br>