Responsible AI: Best Practices for Creating Trustworthy AI Systems

Responsible AI: Best Practices for Creating Trustworthy AI Systems

Online-Artikel-Nr: 0014131309
  • TitelResponsible AI: Best Practices for Creating Trustworthy AI Systems
  • VerlagPearson Academic
  • EinbandartSoftcover
  • Seiten320
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Produktebeschrieb

Responsible AI: Best Practices for Creating Trustworthy AI Systems

Produktbeschreibung

AI systems are solving real-world challenges and transforming industries, but there are serious concerns about how responsibly they operate on behalf of the humans that rely on them. Many ethical principles and guidelines have been proposed for AI systems, but they're often too 'high-level' to be translated into practice. Conversely, AI/ML researchers often focus on algorithmic solutions that are too 'low-level' to adequately address ethics and responsibility. In this timely, practical guide, pioneering AI practitioners bridge these gaps. The authors illuminate issues of AI responsibility across the entire system lifecycle and all system components, offer concrete and actionable guidance for addressing them, and demonstrate these approaches in three detailed case studies.
Writing for technologists, decision-makers, students, users, and other stake-holders, the topics cover:
  • Governance mechanisms at industry, organisation, and team levels
  • Development process perspectives, including software engineering best practices for AI
  • System perspectives, including quality attributes, architecture styles, and patterns
  • Techniques for connecting code with data and models, including key tradeoffs
  • Principle-specific techniques for fairness, privacy, and explainability
  • A preview of the future of responsible AI

Titel & Produktsprache

TitelResponsible AI: Best Practices for Creating Trustworthy AI Systems
SpracheEnglisch
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Titel & Produktsprache

TitelResponsible AI: Best Practices for Creating Trustworthy AI Systems
SpracheEnglisch

Autoren & Verlag

Autor/-inQinghua Lu, CSIRO,, Xiwei Xu, Liming Zhu und Jon Whittle
VerlagPearson Academic

Auflage & Publikationsort

Erscheinungsjahr2024
Erscheinungsdatum10.01.2024

Buch Eigenschaften

EinbandartSoftcover
Seiten320
ThemenbereichInformatik

Produktdimensionen

Gewicht0.57 kg
Höhe233 mm
Breite189 mm
Dicke16 mm

ISBN

ISBN978-0-13-807392-3

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