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Automatically making an association or assumption based on oneβs mental models and memories. Implicit bias can affect the following:
How data is collected and classified.
How machine learning systems are designed and developed.
For example, when building a classifier to identify wedding photos, an engineer may use the presence of a white dress in a photo as a feature. However, white dresses have been customary only during certain eras and in certain cultures.
See also confirmation bias.
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