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| book details |
Interpretable and Trustworthy AI: Techniques and Frameworks
Edited by
Pethuru Raj
, Edited by
Kousalya Govardhanan
, Edited by
B. Sundaravadivazhagan
, Edited by
Shubham Mahajan
, Edited by
M. Nalini
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| book description |
Users expect proper explanation and interpretability of all the decisions being taken by machine and deep learning (ML/DL) algorithms. Interpretable and Trustworthy AI: Techniques and Frameworks covers key requirements for interpretability and trustworthiness of AI models and how these needs can be met. This book is structured in three main sections exploring artificial intelligence's impact, limitations, and solutions. The first section examines AI's role as a transformative technological paradigm. It explores how AI drives business advancement through intelligent software solutions, enabling automation, augmentation, and acceleration of IT-enabled business processes. The section establishes AI's fundamental capacity to envision and implement sustainable business transformations. The second section addresses critical challenges in AI adoption, focusing on two key concerns: AI Interpretability: Models typically optimize for accuracy but struggle to capture real-world costs, especially regarding ethics and fairness. Interpretability features help understand model learning processes, available information, and decision justifications within real-world contexts. Trustworthy AI: Business leaders demand responsible AI solutions that prioritize human needs, safety, and privacy. Researchers are developing methods to enhance trust in AI models and their conclusions to accelerate adoption. The final section presents techniques and approaches for creating sustainable, interpretable, and trustworthy AI models. It explores model-agnostic frameworks and methodologies designed to With its comprehensive structure, the book provides a comprehensive examination of AI's potential, its current limitations, and pathways to overcome these challenges for wider adoption.
| product details |
Normally shipped |
Enquiries only
Publisher |
Taylor & Francis Ltd
Published date |
11 Nov 2025
Language |
Format |
Digital (delivered electronically)
Pages |
416
Dimensions |
0 x 0 x 0mm (L x W x H)
Weight |
0g
ISBN |
978-1-0404-4392-7
Readership Age |
BISAC |
computers / artificial intelligence
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The Memory Collectors: A Novel
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Fifteen Dogs
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Paperback / softback
176 pages
was: R 315.95
now: R 283.95
Available from overseas. Dispatched in aprox 4-8 weeks as local supplier is out of stock
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The Ballerina and the Bull: Anarchist Utopias in the Age of Finance
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Paperback / softback
288 pages
was: R 323.95
now: R 291.95
This title will take longer to obtain, and should be delivered in 6-8 weeks
Our moment has seen the resurgence of an anarchist sensibility, from the uprisings in Seattle in 1999 to the Occupy movement of 2011.
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