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Responsible AI
- Best Practices for Creating Trustworthy AI Systems
Engelsk
Bogcover for Responsible AI af Xiwei Xu, CSIRO, Liming Zhu, Qinghua Lu, Jon Whittle, 9780138073923
Specifikationer
Sprog:
Engelsk
Sider:
320
ISBN-13:
9780138073923
Indbinding:
Paperback
ISBN-10:
0138073929
Udg. Dato:
17 jan 2024
Størrelse i cm:
18,8 x 23,2 x 1,9
Oplagsdato:
17 jan 2024

Responsible AI

- Best Practices for Creating Trustworthy AI Systems
Engelsk
Paperback 2024
Format:

Bog beskrivelse
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
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Specifikationer
Sprog:
Engelsk
Sider:
320
ISBN-13:
9780138073923
Indbinding:
Paperback
ISBN-10:
0138073929
Udg. Dato:
17 jan 2024
Størrelse i cm:
18,8 x 23,2 x 1,9
Oplagsdato:
17 jan 2024
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