expertise needed
regulatory compliance
Requires understanding of the legal and regulatory requirements that apply to the system
11 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... | ||
| Model Cards | Documentation | Architecture/model Agnostic Requirements/black Box | Any | A model card is a short structured document published with a trained model, stating what the model is for and what it... | ||
| Datasheets for Datasets | Documentation | Architecture/model Agnostic Requirements/black Box | Any | A datasheet for a dataset is a short document that accompanies the dataset and answers a set of questions about it, in... | ||
| Attribute Removal (Fairness Through Unawareness) | Algorithmic | Architecture/model Agnostic Paradigm/supervised +1 | Tabular | Attribute removal, also called fairness through unawareness, trains and runs a model without the protected attributes,... | ||
| Threshold Optimiser | Algorithmic | Architecture/model Agnostic Paradigm/discriminative +2 | Any | Threshold Optimiser is a post-processing method, introduced by Hardt, Price and Srebro (2016), that adjusts a trained... | ||
| Calibration with Equality of Opportunity | Algorithmic | Architecture/model Agnostic Paradigm/supervised +2 | Any | Calibration with equality of opportunity is a post-processing step that adjusts a classifier's scores so that two groups... | ||
| Machine Unlearning | Algorithmic | Architecture/model Agnostic Architecture/neural Networks +2 | Any | Machine unlearning removes the influence of specific training records from a trained model, so that the model behaves as... | ||
| Human Rights, Democracy and the Rule of Law Risk and Impact Assessment | Process | Architecture/model Agnostic Requirements/black Box | Any | HUDERIA is the Council of Europe's methodology for identifying and assessing the risks an AI system poses to human... | ||
| AI Incident Reporting with the OECD Common Reporting Framework | Documentation | Architecture/model Agnostic Requirements/black Box | Any | AI incident reporting with the OECD common reporting framework records each event in which an AI system caused harm, or... | ||
| Conditional Demographic Disparity | Metric | Architecture/model Agnostic Requirements/black Box | Any | Conditional demographic disparity (CDD) measures whether members of a protected group make up a larger share of the... | ||
| UK Algorithmic Transparency Recording Standard Record | Documentation | Architecture/model Agnostic Requirements/black Box | Any | An Algorithmic Transparency Recording Standard (ATRS) record is a public account that a UK public sector organisation... |
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