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Generative AI at Work / Unit 8   GAI 190 worked example, 60 to 90 seconds

Asking the Datasheet Questions

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The idea

When your work relies on a dataset, from a vendor's training data to the document library behind an internal assistant, Gebru and colleagues' question groups make a useful checklist even without a published datasheet.

In practice

Step one: motivation: who assembled this data, and for what purpose? Step two: composition: what does it contain, how current is it, and does it include personal or sensitive information? Step three: collection and cleaning: how did it get here, and what was removed or changed along the way? Step four: uses: what is it suited for, and what should it not be used for? Step five: maintenance: who keeps it current, and how will you know when it changes?

Where people slip

Questions nobody can answer are findings in themselves. A grounded tool reading from a library with no owner and no update process will drift without anyone noticing.

Your place on the trail

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