Details for: Mohanty S. Explainable IoT Applications. A Demystification 2025

Mohanty S. Explainable IoT Applications. A Demystification 2025

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Textbook in PDF format Explainable IoT Application: A Demystification is an in-depth guide that examines the intersection of the Internet of Things (IoT) with AI and Machine Learning, focusing on the crucial need for transparency and interpretability in IoT systems. As IoT devices become more integrated into daily life, from smart homes to industrial automation, it is increasingly important to understand and trust the decisions they make. The book starts by covering the basics of IoT, highlighting its importance in modern technology and its wide-ranging applications in fields such as healthcare, transportation, and smart cities. It then delves into the concept of explainability, stressing the need to prevent IoT systems from being perceived as opaque, black-box operations. The authors explore various techniques and methods for achieving explainability, including rule-based systems and machine learning models, while also addressing the challenge of balancing explainability with performance. Through practical examples, the book shows how explainability can be successfully implemented in IoT applications, such as in smart healthcare systems. In the rapidly evolving realm of the Internet of Things (IoT), where interconnected devices weave a tapestry of data and insights, the need for transparency and understanding has never been more critical. As the complexity of IoT applications continues to grow, so does the demand for clarity in how these intelligent systems operate and make decisions. Explainable IoT Applications: A Demystification embarks on a journey to unravel the intricacies of IoT and shed light on the often opaque processes governing smart devices. This book serves as a guide for both seasoned professionals and curious minds delving into the world of Explainable AI, Machine Learning, Deep Learning, blockchain, and cloud within the IoT landscape. The pages unfold a narrative that transcends the technical jargon, providing a comprehensive exploration of the fundamental principles, challenges, and breakthroughs in achieving explainability in IoT applications. From demystifying the inner workings of IoT architectures to dissecting the security considerations that underpin these systems, each chapter strives to empower readers with knowledge and insights that transcend the conventional boundaries of IoT comprehension. Furthermore, the book addresses the significant challenges of securing IoT systems in an increasingly connected world. It examines the unique vulnerabilities that come with the widespread use of IoT devices, such as data breaches, cyberattacks, and privacy issues, and discusses the complexities of managing these risks. The authors emphasize the importance of implementing security strategies that strike a balance between fostering innovations and protecting user data. The book concludes with a comprehensive exploration of the challenges and opportunities in making IoT systems more transparent and interpretable, offering valuable insights for researchers, developers, and decision-makers aiming to create IoT applications that are both trustworthy and understandable. +++++++++++++++++++= Unit Oriented Enterprise Architecture: Constructing Large Sociotechnical Systems in the Age of AI Milchman A. Unit Oriented Enterprise Architecture: Constructing Large Sociotechnical Systems in the Age of AI Apress, 2025. – 392 p. – ISBN-13 979-8-8688-1144-9. Examine a new approach to Enterprise Architecture (EA) that challenges conventional practices and supports a transformative shift to address the demands of a rapidly evolving technological landscape. This book offers alternatives to traditional EA methods that often divide the enterprise into isolated business, application, data, and technology architectures, often resulting in disjointed operations and missed opportunities for innovation. By proposing an innovative, purpose-driven architectural style, this book emphasizes the need for a cohesive and adaptive framework that aligns all components of an enterprise with its strategic goals. Key concepts explored include the integration of social and technical elements in building large sociotechnical systems, the introduction of Unit Oriented Enterprise Architecture (UOEA) for modular and adaptable enterprise design, and the importance of Purpose Driven Design (PDD) in ensuring operational efficiency and strategic alignment. You'll also gain insights into organizing software engineering in the cloud era, streamlining enterprise interactions, and embracing creative destruction to foster technological harmony. Unit Oriented Enterprise Architecture is your essential resource for system architects, organizational leaders, IT professionals, and students seeking to revolutionize their approach to enterprise architecture and position their organizations for success in the digital age. What You Will Learn: Critically assess and dismantle outdated EA concepts to create a more adaptive and cohesive architectural framework. Explore how UOEA can enhance agility and adaptability, allowing your organization to respond more effectively to change. Organize and manage software development within cloud infrastructures, ensuring clarity, scalability, and alignment with your architectural framework. Who This Book Is For Primary Audience: Enterprise architects, organizational leaders, IT professionals; Secondary Audience: Consultants, advisors, and policymakers; Tertiary Audience: Students in system design and organizational studies, academic researchers. Preface Introduction Chapter 1: Problem Chapter 2: Idea Foundations for Change: The Imperative for a New Enterprise Architecture Paradigm Principles of Unit Orientation Chapter 3: Theory Unit Oriented Enterprise Architecture: Core Principles Principle 1: Harmonious Integration of Realms Principle 2: Digital Within Social Legitimacy Principle 3: Sociotechnical Focus on Social and Digital Realms Principle 4: Purpose-Driven Sociotechnical Wholeness Principle 5: Coherence in Purpose Implementation Principle 6: Flat Network Organization with System-of-Systems Relationships Chapter 6: Design Purpose Driven Design: Core Principles Principle 1: Purpose Driven Sociotechnical Wholeness Principle 2: Coherence in Purpose Implementation Principle 3: Uniformity and Accountability in Sociotechnical Units Principle 2: Coherence in Purpose Implementation Principle 3: Uniformity and Accountability in Sociotechnical Units Principle 4: Autonomy and Control Within Sociotechnical Units Principle 5: Composition of Sociotechnical Units Principle 6: Purpose-Driven Digital Craft Principle 7: Modular Composition of Digital Crafts Chapter 7: Implementation Chapter 8: Interactions Chapter 9: Conclusion Appendix A: Evolveburgh—A City of Innovation and Tradition Appendix B: Bibliography

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1. Mohanty S. Explainable IoT Applications. A Demystification 2025.pdf21.18 MiB