Mehrnoosh Sameki on Responsible AI
The InfoQ Podcast
How to Collect Sensitive Attributes for Machine Learning Models
The challenge here is often there are other factors that leak information about sensitive attributes. So even if you haven't used sensitive attributes in your machine learning model there might be another factor that seems very non sensitive like neighborhood for instance. And so in such cases I really recommend for them if they could legally collect it they could omit it from the model training or just pretend they don't have it but still bring it as metadata to the evaluation phase.
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