Mehrnoosh Sameki on Responsible AI
The InfoQ Podcast
Error Analysis: A Tool to Improve the Performance of Your AI
You need to have something in your data that is considered as your sensitive attribute. And how do you then determine that two users have the same background or are essentially in a similar situation? Sometimes customers come and say we don't have access to sensitive attributes at all because we're not allowed to even collect that. In such scenarios what we really recommend to them is a tool that I'm presenting in details in my presentation called error analysis which at least provides you with the blind spots of your AI. So it says oh marginally a lot more people of this particular cohort are getting erroneous responses. It automatically puts those blind spots in front of you.
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