Responsible Artificial Intelligence
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Responsible Ai
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Author : CSIRO
language : en
Publisher: Addison-Wesley Professional
Release Date : 2023-12-08
Responsible Ai written by CSIRO and has been published by Addison-Wesley Professional this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-08 with Computers categories.
THE FIRST PRACTICAL GUIDE FOR OPERATIONALIZING RESPONSIBLE AI ̃FROM MUL TI°LEVEL GOVERNANCE MECHANISMS TO CONCRETE DESIGN PATTERNS AND SOFTWARE ENGINEERING TECHNIQUES. AI is solving real-world challenges and transforming industries. Yet, there are serious concerns about its ability to behave and make decisions in a responsible way. Operationalizing responsible AI is about providing concrete guidelines to a wide range of decisionmakers and technologists on how to govern, design, and build responsible AI systems. These include governance mechanisms at the industry, organizational, and team level; software engineering best practices; architecture styles and design patterns; system-level techniques connecting code with data and models; and trade-offs in design decisions. Responsible AI includes a set of practices that technologists (for example, technology-conversant decision-makers, software developers, and AI practitioners) can undertake to ensure the AI systems they develop or adopt are trustworthy throughout the entire lifecycle and can be trusted by those who use them. The book offers guidelines and best practices not just for the AI part of a system, but also for the much larger software infrastructure that typically wraps around the AI. First book of its kind to cover the topic of operationalizing responsible AI from the perspective of the entire software development life cycle. Concrete and actionable guidelines throughout the lifecycle of AI systems, including governance mechanisms, process best practices, design patterns, and system engineering techniques. Authors are leading experts in the areas of responsible technology, AI engineering, and software engineering. Reduce the risks of AI adoption, accelerate AI adoption in responsible ways, and translate ethical principles into products, consultancy, and policy impact to support the AI industry. Online repository of patterns, techniques, examples, and playbooks kept up-to-date by the authors. Real world case studies to demonstrate responsible AI in practice. Chart the course to responsible AI excellence, from governance to design, with actionable insights and engineering prowess found in this defi nitive guide.
Responsible Artificial Intelligence
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Author : Virginia Dignum
language : en
Publisher: Springer Nature
Release Date : 2019-11-04
Responsible Artificial Intelligence written by Virginia Dignum and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-11-04 with Computers categories.
In this book, the author examines the ethical implications of Artificial Intelligence systems as they integrate and replace traditional social structures in new sociocognitive-technological environments. She discusses issues related to the integrity of researchers, technologists, and manufacturers as they design, construct, use, and manage artificially intelligent systems; formalisms for reasoning about moral decisions as part of the behavior of artificial autonomous systems such as agents and robots; and design methodologies for social agents based on societal, moral, and legal values. Throughout the book the author discusses related work, conscious of both classical, philosophical treatments of ethical issues and the implications in modern, algorithmic systems, and she combines regular references and footnotes with suggestions for further reading. This short overview is suitable for undergraduate students, in both technical and non-technical courses, and for interested and concerned researchers, practitioners, and citizens.
Responsible Ai
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Author : Olivia Gambelin
language : en
Publisher: Kogan Page Publishers
Release Date : 2024-06-03
Responsible Ai written by Olivia Gambelin and has been published by Kogan Page Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-03 with Business & Economics categories.
Responsible AI is a guide to how business leaders can develop and implement a robust and responsible AI strategy for their organizations. Responsible AI has rapidly transitioned to a strategic priority for leaders and organizations worldwide. Responsible AI guides readers step-by-step through the process of establishing robust yet manageable ethical AI initiatives for any size organization, outlining the three core pillars of building a responsible AI strategy: people, process and technology. It provides the insight and guidance needed to help leaders fully understand the technical and commercial potential of ethics in AI while also covering the operations and strategy needed to support implementation. Responsible AI breaks down what it means to use ethics and values as a modern-day decision-making tool in the design and development of AI. It conceptually covers both how ethics can be used to identify risks and establish safeguards in the development of AI and how to use ethics-by-design methods to stimulate AI innovation. It also covers the different considerations for large enterprises and SMEs and discusses the role of the AI ethicist. It is supported by practical case studies from organizations such as IKEA, Nvidia, Rolls-Royce and NatWest Group.
Responsible Artificial Intelligence
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Author : Dr. Chinnadurai Murugaiyan
language : en
Publisher: RK Publication
Release Date : 2025-01-20
Responsible Artificial Intelligence written by Dr. Chinnadurai Murugaiyan and has been published by RK Publication this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-20 with Computers categories.
Responsible Artificial Intelligence the ethical, social, and regulatory dimensions of AI, emphasizing the need for fairness, transparency, accountability, and human-centric development. The examines real-world challenges, biases, and risks associated with AI deployment while providing strategies for building ethical AI systems. It discusses governance frameworks, legal considerations, and the role of stakeholders in ensuring responsible AI. Through case studies and expert insights, the highlights best practices for aligning AI with societal values, fostering trust, and mitigating potential harms, making it an essential resource for policymakers, researchers, and technology leaders committed to ethical AI development.
Responsible Artificial Intelligence
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Author : René Schmidpeter
language : en
Publisher: Springer Nature
Release Date : 2023-02-01
Responsible Artificial Intelligence written by René Schmidpeter and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-01 with Business & Economics categories.
Artificial intelligence - and social responsibility. Two topics that are at the top of the business agenda. This book discusses in theory and practice how both topics influence each other. In addition to impulses from the current often controversial scientific discussion, it presents case studies from companies dealing with the specific challenges of artificial intelligence. Particular emphasis is placed on the opportunities that artificial intelligence (AI) offers for companies from different industries. The book shows how dealing with the tension between AI and challenges caused by new corporate social responsibility creates strategic opportunities and also innovation opportunities. It highlights the active involvement of stakeholders in the design process, which is meant to build trust among customers and the public and thus contributes to the innovation and acceptance of artificial intelligence. The book is aimed at researchers and practitioners in the fields of corporate social responsibility as well as artificial intelligence and digitalization. The chapter "Exploring AI with purpose" is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com.
Responsible Ai In Africa
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Author : Damian Okaibedi Eke
language : en
Publisher: Springer Nature
Release Date : 2023-01-01
Responsible Ai In Africa written by Damian Okaibedi Eke and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-01 with Social Science categories.
This open access book contributes to the discourse of Responsible Artificial Intelligence (AI) from an African perspective. It is a unique collection that brings together prominent AI scholars to discuss AI ethics from theoretical and practical African perspectives and makes a case for African values, interests, expectations and principles to underpin the design, development and deployment (DDD) of AI in Africa. The book is a first in that it pays attention to the socio-cultural contexts of Responsible AI that is sensitive to African cultures and societies. It makes an important contribution to the global AI ethics discourse that often neglects AI narratives from Africa despite growing evidence of DDD in many domains. Nine original contributions provide useful insights to advance the understanding and implementation of Responsible AI in Africa, including discussions on epistemic injustice of global AI ethics, opportunities and challenges, an examination of AI co-bots and chatbots in an African work space, gender and AI, a consideration of African philosophies such as Ubuntu in the application of AI, African AI policy, and a look towards a future of Responsible AI in Africa. This is an open access book.
Responsible Ai In The Age Of Generative Models
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Author : I. Almeida
language : en
Publisher: Now Next Later AI
Release Date : 2024-03-11
Responsible Ai In The Age Of Generative Models written by I. Almeida and has been published by Now Next Later AI this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-11 with Business & Economics categories.
In "Responsible AI in the Age of Generative Models: Governance, Ethics and Risk Management" we present a comprehensive guide to navigating the complex landscape of ethical AI development and deployment. As generative AI systems become increasingly powerful and ubiquitous, it is crucial to develop governance frameworks that mitigate potential risks while harnessing the technology's transformative potential. This book presents a rights-based approach, grounded in established human rights frameworks, to align AI systems with societal values and expectations. Divided into ten parts, the book covers a wide range of topics essential for responsible AI governance: 1. Maps generative AI risks to specific human rights. 2. Presents a framework for institutionalizing rights-respecting AI practices throughout the development lifecycle. 3. Delves into responsible data governance practices. 4. Examines participatory approaches to data stewardship. 5. Explores the roles and responsibilities of different organizational functions in operationalizing responsible AI, emphasizing the need for cross-functional collaboration. 6. Focuses on transparency and algorithmic auditing. 7. Provides guidance on implementing effective multi-layered governance across the AI system lifecycle. 8. Introduces maturity models for assessing an organization's responsible AI capabilities. 9. Features an in-depth case study of Anthropic's innovative Constitutional AI approach. 10. Analyzes emerging regulatory frameworks such as the EU AI Act and discusses the implications for businesses operating in multiple jurisdictions. "Responsible AI in the Age of Generative Models" equips readers with the knowledge, tools, and strategies needed to unlock the transformative potential of generative models while safeguarding human rights and promoting social justice. It is an essential resource for business leaders, policymakers, researchers, and anyone concerned about the future of AI governance. By embracing responsible AI as an imperative, we can work together to build a world where AI empowers and uplifts us all. This book is an invitation to engage in that critical conversation and take action towards a more equitable future.
Responsible Ai In Practice
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Author : Toju Duke
language : en
Publisher: Springer Nature
Release Date : 2025-01-24
Responsible Ai In Practice written by Toju Duke and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-24 with Computers categories.
This book is the first practical book on AI risk assessment and management. It will enable you to evaluate and implement safe and accurate AI models and applications. The book features risk assessment frameworks, statistical metrics and code, a risk taxonomy curated from real-world case studies, and insights into AI regulation and policy, and is an essential tool for AI governance teams, AI auditors, AI ethicists, machine learning (ML) practitioners, Responsible AI practitioners, and computer science and data science students building safe and trustworthy AI systems across businesses, organizations, and universities. The centerpiece of this book is a risk management and assessment framework titled “Safe Human-centered AI (SAFE-HAI),” which highlights AI risks across the following Responsible AI principles: accuracy, sustainability and robustness, explainability, transparency and accountability, fairness, privacy and human rights, human-centered AI, and AI governance. Using several statistical metrics such as Area Under Curve (AUC), Rank Graduation Accuracy, and Shapley values, you will learn to apply Lorenz curves to measure risk and inequality across the different principles and will be equipped with a taxonomy/scoring rubric to identify and mitigate identified risks. This book is a true practical guide and covers a real-world case study using the proposed SAFE-HAI framework. The book will help you adopt standards and voluntary codes of conduct in compliance with AI risk and safety policies and regulations, including those from the NIST (National Institute of Standards and Technology) and EU AI Act (European Commission). What You Will Learn Know the key principles behind Responsible AI and associated risks Become familiar with risk assessment frameworks, statistical metrics, and mitigation measures for identified risks Be aware of the fundamentals of AI regulations and policies and how to adopt them Understand AI governance basics and implementation guidelines Who This Book Is For AI governance teams, AI auditors, AI ethicists, machine learning (ML) practitioners, Responsible AI practitioners, and computer science and data science students building safe and trustworthy AI systems across businesses, organizations, and universities
A Compendium Of Responsible Artificial Intelligence
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Author : Deepak Kumar Jain
language : en
Publisher: CRC Press
Release Date : 2025-07-15
A Compendium Of Responsible Artificial Intelligence written by Deepak Kumar Jain and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-15 with Computers categories.
Taking a broad, multidisciplinary approach to the ethical, legal, and practical dimensions of developing AI, the book puts key issues such as bias, transparency, accountability, and privacy at center stage. From computer science through law and ethics into policy, it lays down the roadmap on which developers, data scientists, and policymakers could bring AI technologies properly attuned to societal values. This book can be read as a resource for those who want to be able to guide the development and deployment of responsibly controlled AI systems.
Innovate With Responsible Artificial Intelligence
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Author : Shubham Dumbre
language : en
Publisher: Shubham Dumbre
Release Date : 2025-01-31
Innovate With Responsible Artificial Intelligence written by Shubham Dumbre and has been published by Shubham Dumbre this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-31 with Business & Economics categories.
Artificial Intelligence (AI) is no longer a concept confined to science fiction; it has become an integral part of our daily lives. From the virtual assistants on our smartphones to sophisticated algorithms that power recommendation systems, AI is transforming how we interact with technology and each other. This book aims to demystify AI by exploring its various applications, underlying technologies, and the ethical considerations that come with its use. Purpose of This Book - This book is designed for anyone interested in understanding AI - whether you're a beginner looking to grasp the basics or a professional seeking to deepen your knowledge. Throughout these pages, you will discover: (a) Comprehensive Insights: An in-depth exploration of AI technologies, including Natural Language Processing, Machine Learning, Computer Vision, Generative AI and more. (b) Real-World Applications: Case studies that illustrate how organizations across various industries are leveraging AI to solve real-world problems. (c) Practical Resources: A curated list of tools, case studies, and resources that will empower you to explore AI further. Why This Book is Unique? Unlike many technical texts that can be dense and difficult to navigate, this book takes a practical approach. Each chapter is structured to provide clear explanations, relatable examples, and actionable insights. Whether you're curious about how AI can enhance customer service or revolutionize healthcare, you'll find valuable information presented in an accessible manner. Ethical Considerations - As we delve into the exciting world of AI, it's crucial to acknowledge the ethical implications of these technologies. Each chapter will include discussions on bias in algorithms, data privacy concerns, and the societal impacts of Artificial Intelligence. Understanding these issues is essential for responsible AI development and deployment. Future Trends in AI - AI is a rapidly evolving field with new advancements emerging regularly. In addition to foundational concepts, this book will explore future trends such as generative models and their potential applications. By staying informed about these developments, you can better understand how AI will shape our world in the coming years. Interactive Elements - To enhance your learning experience, all important concepts and fundamentals are discussed in an interactive manner, in a creative story format. The discussion will include thought-provoking questions and exercises designed to encourage reflection and application of the concepts. Engaging with these elements will help reinforce your understanding and inspire you to think critically about AI's overall role and impact.