expertise needed
ethics
Requires knowledge of ethical principles and frameworks
4 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| Algorithm Review Boards | Process | Architecture/model Agnostic Requirements/black Box | Any | An algorithm review board, also called an AI ethics board or AI review board, is a standing group from different... | ||
| Path-Specific Counterfactual Fairness Assessment | Metric | Architecture/model Agnostic Paradigm/supervised +1 | Tabular | Path-specific counterfactual fairness assessment tests whether a protected attribute, such as sex or race, influences a... | ||
| Constitutional AI Evaluation | Testing | Architecture/neural Networks/transformer/llm Requirements/white Box +1 | Text | Constitutional AI evaluation checks whether a language model follows the written principles, or 'constitution', that it... | ||
| SMACTR Internal Algorithmic Audit | Process | Architecture/model Agnostic Requirements/black Box | Any | SMACTR is an internal audit procedure for AI systems, proposed by Raji and colleagues in 2020, in which an audit team... |
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