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Project Description

Mitigating AI/ML Bias in Context: Establishing Practices for Testing, Evaluation, Verification, and Validation of AI Systems

Date Published: November 2022

Author(s)

Apostol Vassilev (NIST), Harold Booth (NIST), Murugiah Souppaya (NIST)

Abstract

Keywords

AI-assisted human decision-making; AI bias; AI fairness; artificial intelligence (AI); bias detection; bias mitigation; credit underwriting; human-computer interaction; machine learning (ML); machine learning model
Control Families

None selected

Documentation

Publication:
Project Description (pdf)

Supplemental Material:
Project homepage

Document History:
08/18/22: Project Description (Draft)
11/09/22: Project Description (Final)

Topics

Security and Privacy

risk management

Technologies

artificial intelligence

Sectors

financial services