ISO/IEC JTC 1/SC 42/WG 5 - Computational approaches and computational characteristics of AI systems
Caractéristiques systémiques et algorithmes pour la mise en œuvre de l'intelligence artificielle
General Information
This document outlines key factors affecting machine learning model training efficiency and presents corresponding optimization approaches. It provides guidance for AI providers and producers through a structured set of characteristics and related optimizations to improve training efficiency. This information can support the evaluation and comparison of various ML training strategies. This document does not specify any training accelerating mechanisms provided and implemented within machine learning computing device described in ISO/IEC TR 17903.
- Technical specification17 pagesEnglish languagesale 15% off
This document specifies methodologies for measuring classification performance of machine learning models, systems and algorithms.
- Technical specification33 pagesEnglish languagesale 15% off
This document provides an overview of the state of the art of computational approaches for AI systems, by describing: a) main computational characteristics of AI systems; b) main algorithms and approaches used in AI systems, referencing use cases contained in ISO/IEC TR 24030.
- Technical report32 pagesEnglish languagesale 15% off
- Technical report32 pagesEnglish languagesale 15% off
Frequently Asked Questions
ISO/IEC JTC 1/SC 42/WG 5 is a Subcommittee within the International Organization for Standardization (ISO). It is named "Computational approaches and computational characteristics of AI systems". This committee has published 3 standards.
ISO/IEC JTC 1/SC 42/WG 5 develops ISO standards in the area of Information technology. Currently, there are 3 published standards from this subcommittee.
The International Organization for Standardization (ISO) is an independent, non-governmental international organization that develops and publishes international standards. Founded in 1947 and headquartered in Geneva, Switzerland, ISO brings together experts from 170+ member countries to share knowledge and develop voluntary, consensus-based standards that support innovation and provide solutions to global challenges.
A Subcommittee (SC) in ISO operates under a Technical Committee and focuses on a specific subset of the TC's scope. Subcommittees develop standards and technical specifications in their specialized area, reporting to their parent Technical Committee. They may also have working groups for detailed technical work.