Responsible Ai In Africa
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| Author | : Damian Okaibedi Eke |
| Publisher | : Springer Nature |
| Total Pages | : 231 |
| Release | : 2023-01-01 |
| Genre | : Social Science |
| ISBN | : 303108215X |
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.
| Author | : Mark Treveil |
| Publisher | : "O'Reilly Media, Inc." |
| Total Pages | : 171 |
| Release | : 2020-11-30 |
| Genre | : Computers |
| ISBN | : 1098116429 |
More than half of the analytics and machine learning (ML) models created by organizations today never make it into production. Some of the challenges and barriers to operationalization are technical, but others are organizational. Either way, the bottom line is that models not in production can't provide business impact. This book introduces the key concepts of MLOps to help data scientists and application engineers not only operationalize ML models to drive real business change but also maintain and improve those models over time. Through lessons based on numerous MLOps applications around the world, nine experts in machine learning provide insights into the five steps of the model life cycle--Build, Preproduction, Deployment, Monitoring, and Governance--uncovering how robust MLOps processes can be infused throughout. This book helps you: Fulfill data science value by reducing friction throughout ML pipelines and workflows Refine ML models through retraining, periodic tuning, and complete remodeling to ensure long-term accuracy Design the MLOps life cycle to minimize organizational risks with models that are unbiased, fair, and explainable Operationalize ML models for pipeline deployment and for external business systems that are more complex and less standardized
| Author | : Beena Ammanath |
| Publisher | : John Wiley & Sons |
| Total Pages | : 230 |
| Release | : 2022-03-15 |
| Genre | : Computers |
| ISBN | : 1119867959 |
An essential resource on artificial intelligence ethics for business leaders In Trustworthy AI, award-winning executive Beena Ammanath offers a practical approach for enterprise leaders to manage business risk in a world where AI is everywhere by understanding the qualities of trustworthy AI and the essential considerations for its ethical use within the organization and in the marketplace. The author draws from her extensive experience across different industries and sectors in data, analytics and AI, the latest research and case studies, and the pressing questions and concerns business leaders have about the ethics of AI. Filled with deep insights and actionable steps for enabling trust across the entire AI lifecycle, the book presents: In-depth investigations of the key characteristics of trustworthy AI, including transparency, fairness, reliability, privacy, safety, robustness, and more A close look at the potential pitfalls, challenges, and stakeholder concerns that impact trust in AI application Best practices, mechanisms, and governance considerations for embedding AI ethics in business processes and decision making Written to inform executives, managers, and other business leaders, Trustworthy AI breaks new ground as an essential resource for all organizations using AI.
| Author | : Paula Boddington |
| Publisher | : Springer |
| Total Pages | : 134 |
| Release | : 2017-11-09 |
| Genre | : Computers |
| ISBN | : 3319606484 |
The author investigates how to produce realistic and workable ethical codes or regulations in this rapidly developing field to address the immediate and realistic longer-term issues facing us. She spells out the key ethical debates concisely, exposing all sides of the arguments, and addresses how codes of ethics or other regulations might feasibly be developed, looking for pitfalls and opportunities, drawing on lessons learned in other fields, and explaining key points of professional ethics. The book provides a useful resource for those aiming to address the ethical challenges of AI research in meaningful and practical ways.
| Author | : Kate Crawford |
| Publisher | : Yale University Press |
| Total Pages | : 336 |
| Release | : 2021-04-06 |
| Genre | : Computers |
| ISBN | : 0300209576 |
The hidden costs of artificial intelligence, from natural resources and labor to privacy and freedom What happens when artificial intelligence saturates political life and depletes the planet? How is AI shaping our understanding of ourselves and our societies? In this book Kate Crawford reveals how this planetary network is fueling a shift toward undemocratic governance and increased inequality. Drawing on more than a decade of research, award-winning science, and technology, Crawford reveals how AI is a technology of extraction: from the energy and minerals needed to build and sustain its infrastructure, to the exploited workers behind "automated" services, to the data AI collects from us. Rather than taking a narrow focus on code and algorithms, Crawford offers us a political and a material perspective on what it takes to make artificial intelligence and where it goes wrong. While technical systems present a veneer of objectivity, they are always systems of power. This is an urgent account of what is at stake as technology companies use artificial intelligence to reshape the world.
| Author | : Virginia Dignum |
| Publisher | : Springer Nature |
| Total Pages | : 133 |
| Release | : 2019-11-04 |
| Genre | : Computers |
| ISBN | : 3030303713 |
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.
| Author | : Shannon Vallor |
| Publisher | : Oxford University Press |
| Total Pages | : 329 |
| Release | : 2016 |
| Genre | : Philosophy |
| ISBN | : 019049851X |
New technologies from artificial intelligence to drones, and biomedical enhancement make the future of the human family increasingly hard to predict and protect. This book explores how the philosophical tradition of virtue ethics can help us to cultivate the moral wisdom we need to live wisely and well with emerging technologies.
| Author | : OECD |
| Publisher | : OECD Publishing |
| Total Pages | : 164 |
| Release | : 2021-09-24 |
| Genre | : |
| ISBN | : 9264764836 |
The OECD Business and Finance Outlook is an annual publication that presents unique data and analysis on the trends, both positive and negative, that are shaping tomorrow’s world of business, finance and investment.
| Author | : Markus D. Dubber |
| Publisher | : Oxford University Press |
| Total Pages | : 1000 |
| Release | : 2020-06-30 |
| Genre | : Law |
| ISBN | : 0190067411 |
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."
| Author | : Amoah, Lloyd G. Adu |
| Publisher | : IGI Global |
| Total Pages | : 390 |
| Release | : 2024-02-23 |
| Genre | : Computers |
| ISBN | : 1668499673 |
There are essential questions surrounding Africa's digitalization journey, including whether or not the continent can truly serve as the last frontier for socio-economic transformation through digital innovation. An examination of countries such as Ghana, Kenya, Senegal, and Rwanda, which are actively pursuing digitalization, may provide some answers. To evaluate the potential implications, both real and potential, that arise from this focused pursuit, a critical analysis is necessary. Scrutiny of digital infrastructure by companies like Huawei, the emergence of artificial intelligence, and the advent of quantum computing will open new pathways to understanding and establishing promising approaches to the advancement of this region. Examining the Rapid Advance of Digital Technology in Africa offers a comprehensive exploration of the transformative power of digitalization in Africa and its implications for the continent's socio-economic development. It engages with the field of science and technology studies, linking it with socio-economic impacts and transformation, to track, analyze, understand, and critique Africa's contributions to digitalization. The chapters cover a wide range of themes, including ICTs and the business environment, education, healthcare, creative industries, media, culture, tourism, agriculture, ecology, artificial intelligence, blockchain and cryptocurrency revolution, algorithmic governance, the quantum age, and urbanization. This book is a must-read for researchers, scholars, investors, and policymakers who are interested in Africa's digital transformation, as it offers valuable insights into the latest empirical and theoretical aspects shaping the continent's ongoing digitalization.
