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Słownik AI

Kompletny słownik sztucznej inteligencji

162
kategorie
2 032
podkategorie
23 060
pojęcia
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pojęcia

Ethics by Design

Methodological approach that systematically integrates ethical considerations from the initial design phase of AI systems, rather than as a post-hoc correction.

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Algorithmic Justice

Fundamental principle aimed at ensuring that AI systems produce fair and non-discriminatory outcomes for all concerned groups.

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Predictive Fairness

Quantitative measure evaluating whether a model's prediction errors are distributed fairly across different demographic groups.

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Explainability

Quality of an AI model that allows human users to understand the specific reasons behind each individual decision or prediction.

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Value-Centered Design

Development methodology that places human and ethical values at the center of technical and decision-making design processes.

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Algorithmic Impact Assessment

Structured process of prospective analysis of the potential effects of an AI system on individuals, communities, and society.

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Data Governance

Organizational framework defining policies, procedures, and responsibilities for the ethical and secure management of data used in AI.

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Data Diversity

Principle ensuring balanced and complete representation of all relevant groups in training datasets.

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Continuous Ethical Monitoring

Process of continuous monitoring of ethical performance of an AI system in production to detect and correct drifts.

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Bias Testing

Set of statistical and analytical techniques aimed at quantitatively identifying systematic discriminations in AI models.

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Bias Mitigation

Set of proactive techniques applied to data, algorithms or results to reduce or eliminate identified discriminations.

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