EAN: 9780138073923

RESPONSIBLE AI BEST PRACTICES FOR CREATING TRUS...

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

Aktuelle Preise zur EAN 9780138073923

Produktinformationen zur 9780138073923