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A practical dictionary of 512 AI, machine learning, mathematics, and programming terms from HerbDev’s AI Vocabulary app. Start with a definition, explore an example, then follow the concepts behind it.

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Membership Inference

Responsible AI / Safety · Level 4 of 5

Membership Inference

Inferring whether a particular example was in a model's training data.

Overfitting can increase risk, but it is not the only relevant factor.

Example

An attacker estimates whether a person's record participated in training.

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Audio transcript

Membership Inference. Inferring whether a particular example was in a model's training data. Overfitting can increase risk, but it is not the only relevant factor. For example: An attacker estimates whether a person's record participated in training.

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