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Certification of Machine Learning Applications in the Context of Trustworthy AI with Reference to the Standardisation of AI Systems

Levene, M; Wooldridge, J (2023) Certification of Machine Learning Applications in the Context of Trustworthy AI with Reference to the Standardisation of AI Systems. NPL Report. MS 45

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Abstract

We review the landscape of AI standards and certification and emphasise their role in the context of trustworthy AI. Third-party certification is a key service in building trust in AI and ML systems and supporting their operationalisation. We argue that certification should assess conformity to AI standards and characteristics of trustworthy AI, and, in addition, should be able to carry out conformity testing and evaluation of the components of an AI system. As a case study we look at ChatGPT, a large AI system which is attracting a lot of attention, and investigate its potential conformity to the principles of trustworthy AI.

Item Type: Report/Guide (NPL Report)
NPL Report No.: MS 45
Keywords: Artificial Intelligence, Machine Learning, Certification
Subjects: Mathematics and Scientific Computing > Numerical Computation
Divisions: Data Science
Identification number/DOI: 10.47120/npl.MS45
Last Modified: 15 Jun 2023 08:31
URI: https://eprintspublications.npl.co.uk/id/eprint/9683
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