"Kenya is the third most innovative economy in sub-Saharan Africa, behind Mauritius and South Africa. (Oxford Insights, 2022, pp.44-46). Therefore, this Artificial Intelligence Practitioners’ Guide (the Guide) has been developed to address AI’s disruption in the tech and legal sector in Kenya. T
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he guide highlights legal frameworks and policies enabling the development of AI-sensitive communities, with well-defined Kenyan-led and -owned entities, as a global node for AI and machine learning growth. It also provides a vehicle for formalizing an independent oversight/advisory body to foster Kenya-led AI and informs AI practitioners of relevant legislative, regulatory, and ethical frameworks. Further, it proposes legislative and regulatory reform to address barriers to AI for social good, thereby promoting a nurturing AI environment while safeguarding citizens‘ civil and privacy rights. The legal resource guide highlights best practices and key legislative, legal, and regulatory considerations for diverse stakeholders seeking to apply AI in Kenya. The Guide discusses the building blocks of AI and how to operate ethically while deploying innovations. It also seeks to help AI practitioners understand the landscape, and for local and international tech entities to tap into the existing talent for developing and deploying emerging technologies. Expectedly, this guide will catalyze innovation work in Kenya and its presence in global tech. It seeks to turn the fear of AI into a trust in its ability to deliver to a country where economic security, food security, and safety remain important realities especially to the most vulnerable." (Executive summary, pages 6-7)
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"As we move forward in deepening our collective understanding of how AI is reshaping our societies, and what policy models are required to best manage its effects in service of human and planetary wellbeing, information is needed on the global state of implementation of the UNESCO principles and the
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barriers countries are facing in protecting people from risks to human rights and democratic freedoms AI may bring. This is the premise for the new Global Index on Responsible AI (Global Index)." (Page 2)
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"The fifth edition of the AI Index Report includes data from a broad set of academic, private, and nonprofit organizations as well as more self-collected data and original analysis than any previous editions, including an expanded technical performance chapter, a new survey of robotics researchers a
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round the world, data on global AI legislation records in 25 countries, and a new chapter with an in-depth analysis of technical AI ethics metrics." (Introduction, page 2)
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"Der Atlas der digitalen Arbeit blickt auf viele verschiedene Branchen: Auto, Chemie und Pharma, aber auch die Pflege und die öffentliche Hand. Es geht um grundlegende Fragen: Wie weit sind smarte Computer und Roboter in diesen Bereichen auf dem Vormarsch? Welche Folgen hat das für die Beschäftig
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ten? Wie viel verdienen Menschen in digitalen Berufen? Was verändert sich in der Berufsausbildung? Macht Homeoffice glücklich? Profitieren Frauen und Männer gleichermaßen von den Vorteilen der digitalen Arbeitswelt?" (Verlagsbeschreibung)
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"Eine Zahl taucht immer wieder in der Diskussion zur Nachhaltigkeit von KI auf: Die Emissionen, die in der Forschungs- und Entwicklungsphase großer Sprachmodelle anfallen, entsprechen den Emissionen von fünf Autos während ihrer gesamten Laufzeit. Diese Zahl stammt aus einer wegweisenden Analyse v
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on Emma Strubell, Ananya Ganesh und Andrew McCallum. Wenig hilfreich sind jedoch die vielen ungenauen oder falschen Aussagen, die sich seitdem auf diese Berechnung beziehen – oft mit zweifelhaften Aussagen über die CO2-Kosten von KI-Systemen. Die Diskussion über die Nachhaltigkeit von KI verdient mehr Genauigkeit, mehr Differenziertheit, mehr Analyse und mehr Fakten. KI hat ökologische, soziale und wirtschaftliche Kosten zur Folge. Wissenschaft, Industrie, Zivilgesellschaft und Politik müssen dringend auf der Grundlage von Fakten über diese Kosten sprechen und handeln. Mit dem ersten SustAIn-Magazin wollen wir unseren Beitrag zu solch einem Austausch leisten. Das Magazin ist das Ergebnis des Forschungsprojekts SustAIn, in dem wir einen Rahmen zur Bewertung der Nachhaltigkeit von KI-Systemen entwickelt haben. Hier stellen wir Ihnen vor, wie eine nachhaltigere KI in der Praxis bereits umgesetzt wird. Wir brauchen Good-PracticeBeispiele, methodische Innovationen und differenzierte Perspektiven darauf, wo Forschung und politisches Handeln notwendig sind, um nachhaltigere KI zu fördern." (Seite 3)
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"Argues that what makes AI socially relevant and useful is not intelligence at all but something even more human: communication. If machines are going to improve their ability to address ever more important human issues, it will not be because they have learned to think like people, but because we h
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ave learned to communicate with them." (Publisher description)
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"Structured along two broad themes and providing empirical examples for how socio-technical changes and political responses interact, the first part of the book looks at the current use of cyberspace in conflictual settings, while the second focuses on political responses by state and non-state acto
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rs in an environment defined by uncertainties. Within this, it highlights four key debates that encapsulate the complexities and paradoxes of cyber security politics from a Western perspective – how much political influence states can achieve via cyber operations and what context factors condition the (limited) strategic utility of such operations; the role of emerging digital technologies and how the dynamics of the tech innovation process reinforce the fragmentation of the governance space; how states attempt to uphold stability in cyberspace and, more generally, in their strategic relations; and how the shared responsibility of state, economy, and society for cyber security continues to be re-negotiated in an increasingly trans-sectoral and transnational governance space." (Publisher description)
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"This report aims to introduce techniques and procedures of NLP (Natural Language Processing), the computational preparation and analysis of text data, to map the public voice and aid development. First, the report introduces essential concepts of communication and elaborates on the theoretical foun
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dations of natural language analyses. Second, the report reviews research on NLP of social media text data by showcasing studies that have applied the techniques to the Sustainable Development Goals. Third, the report reviews specific NLP techniques, including data preprocessing, and dicusses libraries and programming procedures. It also reviews concepts such as keyword extraction to identify relevant terms, topic modeling to detect common themes, and text classification to recognize language features. These NLP techniques are showcased in two case studies. The first shows how topic modeling can be applied to derive insights on the public debate over climate change in Australia. The second demonstrates how text classification can be leveraged to analyze public sentiment on COVID-19 in the Philippines. Finally, the report discusses the challenges and limitations, as well as the potentials, of NLP." (Foreword)
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"This open access book deals with cultural and philosophical aspects of artificial intelligence (AI) and pleads for a “digital humanism”. This term is beginning to be en vogue everywhere. Due to a growing discontentment with the way digitalization is being used in the world, particularly formula
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ted by former heroes of Internet, social media and search engine companies, philosophical as well as industrial thought leaders begin to plead for a humane use of digital tools. Yet the term “digital humanism” is a particular terminology that lacks a sound conceptual and philosophical basis and needs clarification still – and this gap is exactly filled by this book. It propagates a vision of society in which digitization is used to strengthen human self-determination, autonomy and dignity and whose time has come to be propagated throughout the world. The advantage of this book is that it is philosophically sound and yet written in a way that will make it accessible for everybody interested in the subject. Every chapters begins with a film scene illustrating a precise philosophical problem with AI and how we look at it – making the book not only readable, but even entertaining. And after having read the book the reader will have a clear vision of what it means to live in a world where digitization and AI are central technologies for a better and more humane civilization." (Publisher description)
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"This paper aims to unpack a structured overview of previous research topics and findings and identify gaps. Our goal in this systematic review is to (a) synthesize the selected earlier studies, (b) offer researchers a structural framework for future COVID-19 and fake news research, and (c) recommen
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d relevant areas for future research. In this study, we focus on eighty conceptual and empirical studies on misinformation of COVID-19-related news on social media. We identify vital publications and methodological and theoretical approaches that exist in the COVID-19 literature. The articles were systematically analyzed, focusing on the research context and time frame, data collection/analysis procedures, and equivalence issues. While COVID-19 research has been advancing significantly over the past couple of months, numerous questions remain unexplained in the domain of the social media landscape. For example, our review suggests that researchers should begin to concentrate on a process framework blending Artificial Intelligence (AI) to curb the fake news problem. This can be achieved in all three phases, e.g., the study of individual decisions and experiences, the experiences of groups and organizations and the interactions between them, and finally, the interactions at the broadest level (micro, meso, and macro stages)." (Abstract)
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"This paper aims to conduct a review on fake news detection models that is contributed by a variety of machine learning and deep learning algorithms. The fundamental and well-performing approaches that existed in the past years are reviewed and categorized and described in different datasets. Furthe
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r, the dataset utilized, simulation platforms, and recorded performance metrics are evaluated as an extended review model. Finally, the survey expedites the research findings and challenges that could have significant implications for the upcoming researchers and professionals to improve the trust worthiness of automated fake news detection models." (Abstract)
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"This handbook offers a comprehensive overview of international and regional standards and commitments related to the rights to freedom of expression, access to information, political participation, and privacy in the area of the internet, social media and Artificial Intelligence in elections. It al
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so maps a series of good practices implemented by diverse stakeholders worldwide during electoral processes. It is organized in eight sections: six sections dedicated to the analysis of the challenges and the general situation of elections in digital times, a section dedicated to conclusions and a section with suggestions for possible action. Each of the first six sections has a guide of suggested questions at the end in case the publication is used for trainings and workshops." (Methodological note, page 14)
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"Artificial intelligence (AI) is exerting unprecedented pressure on the global higher educational landscape in transforming recruitment processes, subverting traditional pedagogy, and creating new research and institutional opportunities. These technologies require contextual and global ethical anal
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ysis so that they may be developed and deployed in higher education in just and responsible ways. T o-date, these efforts have been largely focused on small parts of the educational environments leaving most of the world out of an essential contribution. This volume acts as a corrective to this and contributes to the building of competencies in ethics education and to broader, global debates about how AI will transform various facets of our lives, not the least of which is higher education." (Publisher description)
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