π node [[unawareness_(to_a_sensitive_attribute)]]
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garden/KGBicheno/Artificial Intelligence/Introduction to AI/Week 3 - Introduction/Definitions/Unawareness_(To_A_Sensitive_Attribute).md by @KGBicheno
unawareness (to a sensitive attribute)
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A situation in which sensitive attributes are present, but not included in the training data. Because sensitive attributes are often correlated with other attributes of oneβs data, a model trained with unawareness about a sensitive attribute could still have disparate impact with respect to that attribute, or violate other fairness constraints.
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- public document at doc.anagora.org/unawareness_(to_a_sensitive_attribute)
- video call at meet.jit.si/unawareness_(to_a_sensitive_attribute)
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