1.9 Standards, Regulations and AI Flashcards
(16 cards)
Sources of AI Standards
ISO/IEC JTC1; Regional level; National level; Industry bodies; Regulatory standards
ISO/IEC JTC1’s Contribution to AI Standards
Prepares international standards; Subcommittee on AI (ISO/IEC JTC 1/SC42) set up in 2017; ISO/IEC JTC1/SC7 published technical report on “Testing of AI-based systems” [S01]
ISO/IEC JTC 1/SC42
Subcommittee on AI; Set up in 2017
ISO/IEC JTC1/SC7
Covers software and system engineering; Published technical report on “Testing of AI-based systems” [S01]
Regional Level AI Standards
European standards
National Level AI Standards
German national standards body (DIN) developed AI Quality Metamodel ([S02], [S03])
German National Standards Body (DIN)
Developed the AI Quality Metamodel ([S02], [S03])
Industry Bodies Publishing AI Standards
Institute of Electrical and Electronics Engineers (IEEE)
Institute of Electrical and Electronics Engineers (IEEE)
Working on a range of standards on ethics and AI (The IEEE Global Initiative for Ethical Considerations in Artificial Intelligence and Autonomous Systems); Many standards still in development
EU-wide General Data Protection Regulation (GDPR)
Came into effect May 2018; Sets obligations for data controllers regarding personal data and automated decision-making [B06]; Includes requirements to assess/improve AI system functional performance (mitigating discrimination); Ensures individuals’ rights not to be subjected to automated decision-making; Most important aspect from testing perspective: personal data (including predictions) should be accurate
GDPR’s Requirement for Personal Data Accuracy
System should be accurate enough for purposes used; Not every single prediction must be accurate
Regulatory Standards for AI in Safety-Related Systems
Applicable where AI is used in safety-related systems; ISO 26262 [S04] for automotive systems; ISO/PAS 21448 (SOTIF) [S05] for automotive systems; Typically mandated by government bodies
Examples of Regulatory Standards for Automotive Systems
ISO 26262 [S04]; ISO/PAS 21448 (SOTIF) [S05]
Nature of Standards in Isolation
Voluntary documents; Use normally only made mandatory by legislation or contract
Reasons for Users Adopting Standards
Benefit from expertise of authors; Create products of higher quality