ISO/IEC TS 12791:2024 Information technology — Artificial intelligence — Treatment of unwanted bias in classification and regression machine learning tasks
International Organization for Standardization (ISO)
Latest
ISO/IEC TS 12791:2024
Scope
This document describes how to address undesired bias in AI systems that use machine learning for classification and regression tasks. This document provides mitigation techniques that can be applied throughout the lifecycle of AI systems in order to address undesired bias. This document is applicable to organizations of all types and sizes.
ISO/IEC TS 12791:2024 Referenced Document
ISO/IEC 22989:2022 Information technology — Artificial intelligence — Artificial intelligence concepts and terminology
ISO/IEC 5259-4:2024 Artificial intelligence - Data quality for analytics and machine learning (ML) - Part 4: Data quality process framework*, 2024-07-15 Update
ISO/IEC/IEEE 29119-3:2021 Software and systems engineering — Software testing — Part 3: Test documentation
ISO/IEC TS 12791:2024 history
2024ISO/IEC TS 12791:2024 Information technology — Artificial intelligence — Treatment of unwanted bias in classification and regression machine learning tasks