{"product_id":"interpretable-and-trustworthy-ai","title":"Interpretable and Trustworthy AI","description":"\u003cp\u003eUsers expect proper explanation and interpretability of all the decisions being taken by machine and deep learning (ML\/ DL) algorithms. \u003ci\u003eInterpretable and Trustworthy AI: Techniques and Frameworks \u003c\/i\u003ecovers key requirements for interpretability and trustworthiness of artificial intelligence (AI) models and how these needs can be met. This book explores artificial intelligence’s impact, limitations, and solutions.\u003c\/p\u003e\u003cp\u003eIt 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 book establishes AI’s fundamental capacity to envision and implement sustainable business transformations.\u003c\/p\u003e\u003cp\u003eIt addresses critical challenges in AI adoption, focusing on two key concerns:\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eAI 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.\u003c\/li\u003e\n\u003cli\u003eTrustworthy 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.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eFinally, the book presents techniques and approaches for creating sustainable, interpretable, and trustworthy AI models. It explores model-agnostic frameworks and methodologies designed to Trustworthy and Transparent AI, Explainable and Interpretable AI, Responsible AI, Generative AI, Agentic AI, and Efficient and Edge AI.\u003c\/p\u003e\u003cp\u003eWith 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.\u003c\/p\u003e","brand":"Taylor \u0026 Francis Ltd","offers":[{"title":"Default Title","offer_id":55874663022936,"sku":"9781032960630","price":217.0,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9781032960630_2ddb166b-05b8-4e2d-b354-e022a77ed07b.jpg?v=1768428018","url":"https:\/\/agendabookshop.com\/products\/interpretable-and-trustworthy-ai","provider":"Agenda Bookshop","version":"1.0","type":"link"}