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AI-woordenlijst

Het complete woordenboek van kunstmatige intelligentie

162
categorieën
2.032
subcategorieën
23.060
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Disparate Impact Test

Statistical method evaluating whether an algorithm produces disproportionately adverse outcomes for certain protected demographic groups.

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Parity Analysis

Quantitative assessment measuring whether positive prediction rates are equivalent across different demographic groups in the results of an AI model.

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Bias Metric

Quantitative indicator measuring the level of discrimination or inequity present in the predictions of an artificial intelligence system.

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Ethical Cross-Validation

Iterative evaluation technique testing a model's robustness against bias across different data subsets representative of diverse populations.

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AI Risk Mapping

Systematic process of identifying, assessing, and documenting potential ethical risks associated with the deployment of an AI system.

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Model Transparency

Ability to make the internal mechanisms, training data, and decision processes of an artificial intelligence algorithm understandable.

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Model Explainability

Set of techniques enabling the interpretation and explanation of individual predictions of an AI model in a human-comprehensible manner.

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Continuous Bias Monitoring

Permanent monitoring system detecting the emergence or amplification of bias in an AI model deployed in production.

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Ethical Impact Assessment

Comprehensive analysis of the potential consequences of an AI system on human rights, equity and inclusion before and during its deployment.

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Algorithmic Governance

Organizational framework defining responsibilities, processes and controls to ensure the ethical development and use of AI systems.

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AI Ethics Certification

Formal validation process attesting that an artificial intelligence system complies with established ethical standards and fairness criteria.

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System Auditability

Ability of an AI system to be examined thoroughly and independently to verify its compliance with ethical and regulatory requirements.

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Bias Sensitivity Analysis

Systematic evaluation of the variation in performance and biases of a model in response to changes in input data or hyperparameters.

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Fairness Score

Composite indicator quantifying the overall fairness level of an algorithm by aggregating several bias and discrimination metrics.

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Calibration Test

Statistical verification ensuring that the probabilities predicted by a model correspond to the actual frequencies observed in different demographic subgroups.

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