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Vocabulary

Understand the term. Connect the concept.

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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Statistical Bias

Responsible AI / Safety · Level 2 of 5

Statistical Bias

A systematic difference between an estimator's expected value and its target.

This technical use differs from societal prejudice and neural bias parameters.

Example

An estimation procedure consistently underestimates a population quantity in repeated sampling.

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Audio transcript

Statistical Bias. A systematic difference between an estimator's expected value and its target. This technical use differs from societal prejudice and neural bias parameters. For example: An estimation procedure consistently underestimates a population quantity in repeated sampling.

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This helps you identify a concrete failure mode or evaluate the limits of a proposed control.

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