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  • BSI
    PD ISO/IEC TR 29119-11:2020 Software and systems engineering. Software testing - Guidelines on the testing of AI-based systems
    Edition: 2020
    $2,380.87
    / 1 loc 1-31 users up to 10 books

Description of PD ISO/IEC TR 29119-11:2020 2020

This document provides an introduction to AI-based systems. These systems are typically complex (e.g. deep neural nets), are sometimes based on big data, can be poorly specified and can be non-deterministic, which creates new challenges and opportunities for testing them.

This document explains those characteristics which are specific to AI-based systems and explains the corresponding difficulties of specifying the acceptance criteria for such systems.

This document presents the challenges of testing AI-based systems, the main challenge being the test oracle problem, whereby testers find it difficult to determine expected results for testing and therefore whether tests have passed or failed. It covers testing of these systems across the life cycle and gives guidelines on how AI-based systems in general can be tested using black-box approaches and introduces white-box testing specifically for neural networks. It describes options for the test environments and test scenarios used for testing AI-based systems.

In this document an AI-based system is a system that includes at least one AI component.



Standard NumberPD ISO/IEC TR 29119-11:2020
TitleSoftware and systems engineering. Software testing - Guidelines on the testing of AI-based systems
StatusUnder Review
Publication Date2020-12-07
Identical National Standard OfISO/IEC TR 29119-11:2020
DescriptorsTesting, Systems engineering, Artificial intelligence, Computer software, Software (computers)
ICS35.080 Software
CommitteeIST/15
ISBN978 0 539 15872 4
PublisherBSI
Pages60



About BSI

BSI Group, also known as the British Standards Institution is the national standards body of the United Kingdom. BSI produces technical standards on a wide range of products and services and also supplies certification and standards-related services to businesses.
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