Ai Fairness And Beyond

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Ethics in Artificial Intelligence: Bias, Fairness and Beyond

Animesh Mukherjee,Juhi Kulshrestha,Abhijnan Chakraborty,Srijan Kumar
Ethics in Artificial Intelligence Bias Fairness and Beyond Book PDF

Author : Animesh Mukherjee,Juhi Kulshrestha,Abhijnan Chakraborty,Srijan Kumar
Publisher : Springer Nature
Page : 150 pages
File Size : 50,6 Mb
Release : 2024-01-30
Category : Technology & Engineering
ISBN : 9789819971848

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Ethics in Artificial Intelligence: Bias, Fairness and Beyond by Animesh Mukherjee,Juhi Kulshrestha,Abhijnan Chakraborty,Srijan Kumar Pdf

This book is a collection of chapters in the newly developing area of ethics in artificial intelligence. The book comprises chapters written by leading experts in this area which makes it a one of its kind collections. Some key features of the book are its unique combination of chapters on both theoretical and practical aspects of integrating ethics into artificial intelligence. The book touches upon all the important concepts in this area including bias, discrimination, fairness, and interpretability. Integral components can be broadly divided into two segments – the first segment includes empirical identification of biases, discrimination, and the ethical concerns thereof in impact assessment, advertising and personalization, computational social science, and information retrieval. The second segment includes operationalizing the notions of fairness, identifying the importance of fairness in allocation, clustering and time series problems, and applications of fairness in software testing/debugging and in multi stakeholder platforms. This segment ends with a chapter on interpretability of machine learning models which is another very important and emerging topic in this area.

AI Fairness and Beyond

Chris Reed
AI Fairness and Beyond Book PDF

Author : Chris Reed
Publisher : Hart Publishing
Page : 0 pages
File Size : 49,8 Mb
Release : 2024-08-08
Category : Law
ISBN : 9781509976805

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AI Fairness and Beyond by Chris Reed Pdf

This book proposes a regulatory system for ensuring that AI makes fair decisions. No one wants to be the subject of an unfair decision made by an AI, and fairness is so important to society that we are likely to want to regulate to demand it. But how? This book attempts to answer that question. The aim of regulation must be for an AI's decisions to match the human conception of fairness. To understand what that is, the book proposes a holistic understanding of fairness, which tells us what regulation must try to achieve. However, regulation is not an abstract activity – it regulates how humans behave, and the humans in question are those who develop and use AI for decision-making. Thus the book next investigates how those humans are attempting to achieve AI fairness. It finds that there is a serious mismatch between how technologists conceptualise fairness, compared to other humans. How can AI regulation bridge this gap? Traditional models of regulation cannot solve this problem. Fairness is too nuanced, too contextual, and is ultimately a human emotional response. Instead the book proposes to place the responsibility on the AI community to explain and justify their efforts to achieve fairness, basing regulatory and legal responses on how well that explanation deals with the risks that particular AI presents, and whether it operates in accordance with the explanation in use. The book concludes by examining how far this regulatory model might be useful for some of the other social problems which AI generates. An original and significant contribution to the literature on AI regulation, this book is a must-read for those working in the areas of law, regulation, and technology.

Applied Ethics in a Digital World

Vasiliu-Feltes, Ingrid,Thomason, Jane
Applied Ethics in a Digital World Book PDF

Author : Vasiliu-Feltes, Ingrid,Thomason, Jane
Publisher : IGI Global
Page : 316 pages
File Size : 52,5 Mb
Release : 2021-11-19
Category : Technology & Engineering
ISBN : 9781799884699

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Applied Ethics in a Digital World by Vasiliu-Feltes, Ingrid,Thomason, Jane Pdf

As advances in disruptive technologies transform politics and increase the velocity of information and policy flows worldwide, the public is being confronted with changes that move faster than they can comprehend. There is an urgent need to analyze and communicate the ethical issues of these advancements. In a perpetually updating digital world, data is becoming the dominant basis for reality. This new world demands a new approach because traditional methods are not fit for a non-physical space like the internet. Applied Ethics in a Digital World provides an analysis of the ethical questions raised by modern science, technological advancements, and the fourth industrial revolution and explores how to harness the speed, accuracy, and power of emerging technologies in policy research and public engagement to help leaders, policymakers, and the public understand the impact that these technologies will have on economies, legal and political systems, and the way of life. Covering topics such as artificial intelligence (AI) ethics, digital equity, and translational ethics, this book is a dynamic resource for policymakers, civil society, CEOs, ethicists, technologists, security advisors, sociologists, cyber behavior specialists, criminologists, data scientists, global governments, students, researchers, professors, academicians, and professionals.

XxAI - Beyond Explainable AI

Andreas Holzinger,Randy Goebel,Ruth Fong,Taesup Moon,Klaus-Robert Müller,Wojciech Samek
XxAI Beyond Explainable AI Book PDF

Author : Andreas Holzinger,Randy Goebel,Ruth Fong,Taesup Moon,Klaus-Robert Müller,Wojciech Samek
Publisher : Springer Nature
Page : 397 pages
File Size : 50,5 Mb
Release : 2022
Category : Artificial intelligence
ISBN : 9783031040832

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XxAI - Beyond Explainable AI by Andreas Holzinger,Randy Goebel,Ruth Fong,Taesup Moon,Klaus-Robert Müller,Wojciech Samek Pdf

This is an open access book. Statistical machine learning (ML) has triggered a renaissance of artificial intelligence (AI). While the most successful ML models, including Deep Neural Networks (DNN), have developed better predictivity, they have become increasingly complex, at the expense of human interpretability (correlation vs. causality). The field of explainable AI (xAI) has emerged with the goal of creating tools and models that are both predictive and interpretable and understandable for humans. Explainable AI is receiving huge interest in the machine learning and AI research communities, across academia, industry, and government, and there is now an excellent opportunity to push towards successful explainable AI applications. This volume will help the research community to accelerate this process, to promote a more systematic use of explainable AI to improve models in diverse applications, and ultimately to better understand how current explainable AI methods need to be improved and what kind of theory of explainable AI is needed. After overviews of current methods and challenges, the editors include chapters that describe new developments in explainable AI. The contributions are from leading researchers in the field, drawn from both academia and industry, and many of the chapters take a clear interdisciplinary approach to problem-solving. The concepts discussed include explainability, causability, and AI interfaces with humans, and the applications include image processing, natural language, law, fairness, and climate science.

Oxford Handbook of Ethics of AI

Markus D. Dubber,Frank Pasquale,Sunit Das
Oxford Handbook of Ethics of AI Book PDF

Author : Markus D. Dubber,Frank Pasquale,Sunit Das
Publisher : Oxford University Press
Page : 1000 pages
File Size : 40,6 Mb
Release : 2020-06-30
Category : Law
ISBN : 9780190067410

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Oxford Handbook of Ethics of AI by Markus D. Dubber,Frank Pasquale,Sunit Das Pdf

This volume tackles a quickly-evolving field of inquiry, mapping the existing discourse as part of a general attempt to place current developments in historical context; at the same time, breaking new ground in taking on novel subjects and pursuing fresh approaches. The term "A.I." is used to refer to a broad range of phenomena, from machine learning and data mining to artificial general intelligence. The recent advent of more sophisticated AI systems, which function with partial or full autonomy and are capable of tasks which require learning and 'intelligence', presents difficult ethical questions, and has drawn concerns from many quarters about individual and societal welfare, democratic decision-making, moral agency, and the prevention of harm. This work ranges from explorations of normative constraints on specific applications of machine learning algorithms today-in everyday medical practice, for instance-to reflections on the (potential) status of AI as a form of consciousness with attendant rights and duties and, more generally still, on the conceptual terms and frameworks necessarily to understand tasks requiring intelligence, whether "human" or "A.I."

Future And Fintech, The: Abcdi And Beyond

Jun Xu
Future And Fintech The Abcdi And Beyond Book PDF

Author : Jun Xu
Publisher : World Scientific
Page : 553 pages
File Size : 48,5 Mb
Release : 2022-05-05
Category : Business & Economics
ISBN : 9789811250910

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Future And Fintech, The: Abcdi And Beyond by Jun Xu Pdf

The Future and FinTech examines the fundamental financial technologies and its growing impact on the Banking, Financial Services and Insurance (BFSI) sectors. With global investment amounting to more than $100 billion in 2020, the proliferation of FinTech has underpinned the direction payments, loans, wealth management, insurance, and cryptocurrencies are heading.This book presents FinTech from an industrial perspective in the context of architecture and its basic building blocks, e.g., Artificial Intelligence (AI), Blockchain, Cloud, Big Data, Internet of Things (IoT), and its connections to real-life applications at work. It provides a detailed guidance on how FinTech digitalizes business operations, improves productivity and efficiency, and optimizes resource management with the help of some new concepts, such as AIOps, MLOps and DevSecOps. Readers will also discover how FinTech Innovations connect BFSI to the rest of the world with growing interests in Open Banking, Banking-as-a-Service (BaaS) and FinTech-as-a-Service (FaaS).To help readers understand how FinTech has unlocked numerous opportunities for tapping into the massive substantial group of customers, this book illustrates the massive changes already underway and provides insights into changes yet to come through practical examples and applications with illustrative figures and summary tables, making this book a handy quick reference for all things of FinTech.Related Link(s)

Beyond AI

Ken Huang,Yang Wang,Feng Zhu,Xi Chen,Chunxiao Xing
Beyond AI Book PDF

Author : Ken Huang,Yang Wang,Feng Zhu,Xi Chen,Chunxiao Xing
Publisher : Springer Nature
Page : 412 pages
File Size : 45,6 Mb
Release : 2024-01-27
Category : Business & Economics
ISBN : 9783031452826

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Beyond AI by Ken Huang,Yang Wang,Feng Zhu,Xi Chen,Chunxiao Xing Pdf

This book explores the transformative potential of ChatGPT, Web3, and their impact on productivity and various industries. It delves into Generative AI (GenAI) and its representative platform ChatGPT, their synergy with Web3, and how they can revolutionize business operations. It covers the potential impact surpassing prior industrial revolutions. After providing an overview of GenAI, ChatGPT, and Web3, it investigates business applications in various industries and areas, such as product management, finance, real estate, gaming, and government, highlighting value creation and operational revolution through their integration. It also explores their impact on content generation, customer service, personalization, and data analysis and examines how the technologies can enhance content quality, customer experiences, sales, revenue, and resource efficiency. Moreover, it addresses security, privacy, and ethics concerns, emphasizing the responsible implementation of ChatGPT and Web3. Written by experts in this field, this book is aimed at business leaders, entrepreneurs, students, investors, and professionals who are seeking insights into ChatGPT, ChatGPT Plug-in, GPT-based autonomous agents, and the integration of Gen AI and Web3 in business applications.

AI Ethics in Higher Education: Insights from Africa and Beyond

Caitlin C. Corrigan,Simon Atuah Asakipaam,Jerry John Kponyo,Christoph Luetge
AI Ethics in Higher Education Insights from Africa and Beyond Book PDF

Author : Caitlin C. Corrigan,Simon Atuah Asakipaam,Jerry John Kponyo,Christoph Luetge
Publisher : Springer Nature
Page : 101 pages
File Size : 55,6 Mb
Release : 2023-01-20
Category : Philosophy
ISBN : 9783031230356

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AI Ethics in Higher Education: Insights from Africa and Beyond by Caitlin C. Corrigan,Simon Atuah Asakipaam,Jerry John Kponyo,Christoph Luetge Pdf

This open access book tackles the pressing problem of integrating concerns related to Artificial Intelligence (AI) ethics into higher education curriculums aimed at future AI developers in Africa and beyond. For doing so, it analyzes the present and future states of AI ethics education in local computer science and engineering programs. The authors share relevant best practices and use cases for teaching, develop answers to ongoing organizational challenges, and reflect on the practical implications of different theoretical approaches to AI ethics. The book is of great interest to faculty members, researchers, and students in the fields of artificial intelligence, computer science, mathematics, computer engineering, and related areas, as well as higher education administration.

Beyond the Algorithm

Omar Santos,Petar Radanliev
Beyond the Algorithm Book PDF

Author : Omar Santos,Petar Radanliev
Publisher : Addison-Wesley Professional
Page : 536 pages
File Size : 48,9 Mb
Release : 2024-01-23
Category : Computers
ISBN : 9780138268398

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Beyond the Algorithm by Omar Santos,Petar Radanliev Pdf

As artificial intelligence (AI) becomes more and more woven into our everyday lives—and underpins so much of the infrastructure we rely on—the ethical, security, and privacy implications require a critical approach that draws not simply on the programming and algorithmic foundations of the technology. Bringing together legal studies, philosophy, cybersecurity, and academic literature, Beyond the Algorithm examines these complex issues with a comprehensive, easy-to-understand analysis and overview. The book explores the ethical challenges that professionals—and, increasingly, users—are encountering as AI becomes not just a promise of the future, but a powerful tool of the present. An overview of the history and development of AI, from the earliest pioneers in machine learning to current applications and how it might shape the future Introduction to AI models and implementations, as well as examples of emerging AI trends Examination of vulnerabilities, including insight into potential real-world threats, and best practices for ensuring a safe AI deployment Discussion of how to balance accountability, privacy, and ethics with regulatory and legislative concerns with advancing AI technology A critical perspective on regulatory obligations, and repercussions, of AI with copyright protection, patent rights, and other intellectual property dilemmas An academic resource and guide for the evolving technical and intellectual challenges of AI Leading figures in the field bring to life the ethical issues associated with AI through in-depth analysis and case studies in this comprehensive examination.

AI for good: India and beyond

Maneesha Dhir, Sonal Verma
AI for good India and beyond Book PDF

Author : Maneesha Dhir, Sonal Verma
Publisher : Notion Press
Page : 192 pages
File Size : 50,6 Mb
Release : 2024-05-15
Category : Law
ISBN : 9798893639490

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AI for good: India and beyond by Maneesha Dhir, Sonal Verma Pdf

"AI FOR GOOD-INDIA AND BEYOND" is a seminal work offering a comprehensive navigation into the evolution and current state of AI regulation in India, marking significant judicial decisions and emerging policies with a keen eye on their alignment with international laws/standards. The book advocates for a Human Rights-Centric Policy Approach promoting fairness, accountability, and transparency in the development of ethical AI systems. Analysing global trends and legal approaches towards AI governance, the authors provide a comparative panorama spanning the latest EU AI Act (2024) to enactments in Brazil, China, Japan, and the USA. Key features • Comprehensive Analysis: Detailed analysis of AI & laws, and policies in India and their global interplay. • Legal Frameworks: Exploration of the statutes and case laws that govern AI, highlighting the evolving legal landscape with real-life examples. • Ethical Considerations: Discussion on the ethical frameworks that must be considered for responsible AI management, including safety, inclusivity, equality, privacy, transparency, accountability, and protection of human values. • Policy Recommendations: Tailored recommendations for India, considering its unique position in the global market and potential for AI leadership. • International Perspectives: Examination of international frameworks and guidelines from major entities like the EU, OECD, and the UNESCO, offering a global context for comparison. • IPR and AI Interplay: A dedicated section on the relationship between AI and intellectual property rights, addressing concerns around AI-generated content, and ownership. • Civil and Criminal Liabilities: Insights into the complex issues of AI and legal liability, highlighting discussions of potential civil and criminal implications. • Legal Personhood of AI: An in-depth look at the concept of granting legal personhood to AI entities and the related legal and ethical implications. • Data Governance: The draft National Data Governance Framework Policy and its importance for managing government data and fostering an ecosystem for AI are covered. • Deeper Insights : 500 plus references for deeper understanding of the topics illustrated in the book

Coexistence Beyond Code:

Felipe Chavarro Polanía
Coexistence Beyond Code Book PDF

Author : Felipe Chavarro Polanía
Publisher : Felipe chavarro
Page : 145 pages
File Size : 52,9 Mb
Release : 2024-04-12
Category : Computers
ISBN : 8210379456XXX

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Coexistence Beyond Code: by Felipe Chavarro Polanía Pdf

Embark on a thought-provoking journey into the world of artificial intelligence with "Coexistence Beyond Code: The Ethical Matrix of AI and the Human Odyssey." This groundbreaking audiobook explores the profound impact of AI on various industries, delving into the ethical dilemmas and challenges that arise as technology intertwines with human life. From the transformative potential of AI in healthcare and decision-making to the risks of AI surveillance and the path to superintelligence, this audiobook offers a comprehensive exploration of the AI landscape. Discover the importance of responsible AI development, the need for ethical frameworks, and the societal implications of this revolutionary technology. With insights from renowned experts and real-world examples, "Coexistence Beyond Code" is an essential guide for anyone seeking to navigate the complex terrain of AI ethics and understand the future of human-AI coexistence. Immerse yourself in this captivating audiobook and gain a deeper understanding of the ethical considerations that will shape the course of AI development and its impact on the human odyssey.

Beyond the Code

Hesham Mohamed Elsherif
Beyond the Code Book PDF

Author : Hesham Mohamed Elsherif
Publisher : Eldonusa
Page : 0 pages
File Size : 46,7 Mb
Release : 2023-12-10
Category : Electronic
ISBN : 9798869054784

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Beyond the Code by Hesham Mohamed Elsherif Pdf

In "Beyond the Code: Ethical Dilemmas in the AI Era," we embark on a thought-provoking journey through the intricate and often controversial world of artificial intelligence (AI) and its ethical implications. This book is a timely exploration into how AI, a field that has revolutionized our world, poses complex moral and ethical questions that challenge our traditional understanding of autonomy, privacy, and fairness. As we step into an era where AI influences almost every aspect of our lives, from healthcare decisions to social interactions, the need for a comprehensive ethical framework has never been more critical. This book delves deep into the heart of these dilemmas, examining the fine balance between technological advancement and ethical responsibility. Chapter by chapter, we unravel the multifaceted layers of AI ethics, beginning with a historical overview of AI development and its rapid evolution. We then transition into the core ethical issues - privacy concerns, bias and discrimination in AI algorithms, the implications of autonomous systems, and the looming fear of job displacement due to AI automation. Each topic is meticulously explored, providing readers with a nuanced understanding of the ethical challenges we face. Further, "Beyond the Code" does not shy away from the complex interplay between AI and global socioeconomic structures. It probes into how AI-driven decisions can perpetuate existing inequalities and explores the global disparity in AI development and its implications for international relations. What sets this book apart is its multidisciplinary approach. Weaving in perspectives from leading AI researchers, ethicists, sociologists, and policymakers, the book offers a holistic view of the ethical landscape of AI. Through case studies and real-world examples, it illustrates the tangible impact of these ethical issues on individuals and societies. As we navigate the uncharted territories of AI, "Beyond the Code" serves as both a guide and a catalyst for critical thinking. It invites readers to question and reflect upon the ethical boundaries of AI, encouraging a proactive approach to shaping a future where technology and ethics coexist harmoniously. Happy Reading! Dr. Hesham Mohamed Elsherif

The Ethics of Artificial Intelligence in Education

Wayne Holmes,Kaśka Porayska-Pomsta
The Ethics of Artificial Intelligence in Education Book PDF

Author : Wayne Holmes,Kaśka Porayska-Pomsta
Publisher : Taylor & Francis
Page : 238 pages
File Size : 44,5 Mb
Release : 2022-08-11
Category : Education
ISBN : 9781000620702

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The Ethics of Artificial Intelligence in Education by Wayne Holmes,Kaśka Porayska-Pomsta Pdf

The Ethics of Artificial Intelligence in Education identifies and confronts key ethical issues generated over years of AI research, development, and deployment in learning contexts. Adaptive, automated, and data-driven education systems are increasingly being implemented in universities, schools, and corporate training worldwide, but the ethical consequences of engaging with these technologies remain unexplored. Featuring expert perspectives from inside and outside the AIED scholarly community, this book provides AI researchers, learning scientists, educational technologists, and others with questions, frameworks, guidelines, policies, and regulations to ensure the positive impact of artificial intelligence in learning.

Beyond AI

J. Storrs Hall, Ph.D
Beyond AI Book PDF

Author : J. Storrs Hall, Ph.D
Publisher : Prometheus Books
Page : 408 pages
File Size : 42,9 Mb
Release : 2009-09-25
Category : Computers
ISBN : 9781615920389

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Beyond AI by J. Storrs Hall, Ph.D Pdf

With a 30-year career in artificial intelligence (AI) and computer science, Hall reviews the history of AI, predicting the probable achievements in the near future and provides an intriguing glimpse into the astonishing possibilities and dilemmas on the horizon.

Beyond Artificial Intelligence

Jan Romportl,Eva Zackova,Jozef Kelemen
Beyond Artificial Intelligence Book PDF

Author : Jan Romportl,Eva Zackova,Jozef Kelemen
Publisher : Springer
Page : 219 pages
File Size : 49,7 Mb
Release : 2014-08-11
Category : Technology & Engineering
ISBN : 9783319096681

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Beyond Artificial Intelligence by Jan Romportl,Eva Zackova,Jozef Kelemen Pdf

This book is an edited collection of chapters based on the papers presented at the conference “Beyond AI: Artificial Dreams” held in Pilsen in November 2012. The aim of the conference was to question deep-rooted ideas of artificial intelligence and cast critical reflection on methods standing at its foundations. Artificial Dreams epitomize our controversial quest for non-biological intelligence and therefore the contributors of this book tried to fully exploit such a controversy in their respective chapters, which resulted in an interdisciplinary dialogue between experts from engineering, natural sciences and humanities. While pursuing the Artificial Dreams, it has become clear that it is still more and more difficult to draw a clear divide between human and machine. And therefore this book tries to portrait such an image of what lies beyond artificial intelligence: we can see the disappearing human-machine divide, a very important phenomenon of nowadays technological society, the phenomenon which is often uncritically praised, or hypocritically condemned. And so this phenomenon found its place in the subtitle of the whole volume as well as in the title of the chapter of Kevin Warwick, one of the keynote speakers at “Beyond AI: Artificial Dreams”.