Democratization of Artificial Intelligence for the Future of Humanity

Democratization of Artificial Intelligence for the Future of Humanity
Author: Chandrasekar Vuppalapati
Publisher: CRC Press
Total Pages: 372
Release: 2021-01-18
Genre: Computers
ISBN: 1000219941
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Artificial intelligence (AI) stands out as a transformational technology of the digital age. Its practical applications are growing very rapidly. One of the chief reasons AI applications are attaining prominence, is in its design to learn continuously, from real-world use and experience, and its capability to improve its performance. It is no wonder that the applications of AI span from complex high-technology equipment manufacturing to personalized exclusive recommendations to end-users. Many deployments of AI software, given its continuous learning need, require computation platforms that are resource intense, and have sustained connectivity and perpetual power through central electrical grid. In order to harvest the benefits of AI revolution to all of humanity, traditional AI software development paradigms must be upgraded to function effectively in environments that have resource constraints, small form factor computational devices with limited power, devices with intermittent or no connectivity and/or powered by non-perpetual source or battery power. The aim this book is to prepare current and future software engineering teams with the skills and tools to fully utilize AI capabilities in resource-constrained devices. The book introduces essential AI concepts from the perspectives of full-scale software development with emphasis on creating niche Blue Ocean small form factored computational environment products.

The Democratization of Artificial Intelligence

The Democratization of Artificial Intelligence
Author: Andreas Sudmann
Publisher: transcript Verlag
Total Pages: 335
Release: 2019-10-31
Genre: Social Science
ISBN: 3839447194
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After a long time of neglect, Artificial Intelligence is once again at the center of most of our political, economic, and socio-cultural debates. Recent advances in the field of Artifical Neural Networks have led to a renaissance of dystopian and utopian speculations on an AI-rendered future. Algorithmic technologies are deployed for identifying potential terrorists through vast surveillance networks, for producing sentencing guidelines and recidivism risk profiles in criminal justice systems, for demographic and psychographic targeting of bodies for advertising or propaganda, and more generally for automating the analysis of language, text, and images. Against this background, the aim of this book is to discuss the heterogenous conditions, implications, and effects of modern AI and Internet technologies in terms of their political dimension: What does it mean to critically investigate efforts of net politics in the age of machine learning algorithms?

Reflections on Artificial Intelligence for Humanity

Reflections on Artificial Intelligence for Humanity
Author: Bertrand Braunschweig
Publisher: Springer Nature
Total Pages: 278
Release: 2021-02-06
Genre: Computers
ISBN: 3030691284
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We already observe the positive effects of AI in almost every field, and foresee its potential to help address our sustainable development goals and the urgent challenges for the preservation of the environment. We also perceive that the risks related to the safety, security, confidentiality, and fairness of AI systems, the threats to free will of possibly manipulative systems, as well as the impact of AI on the economy, employment, human rights, equality, diversity, inclusion, and social cohesion need to be better assessed. The development and use of AI must be guided by principles of social cohesion, environmental sustainability, resource sharing, and inclusion. It has to integrate human rights, and social, cultural, and ethical values of democracy. It requires continued education and training as well as continual assessment of its effects through social deliberation. The “Reflections on AI for Humanity” proposed in this book develop the following issues and sketch approaches for addressing them: How can we ensure the security requirements of critical applications and the safety and confidentiality of data communication and processing? What techniques and regulations for the validation, certification, and audit of AI tools are needed to develop confidence in AI? How can we identify and overcome biases in algorithms? How do we design systems that respect essential human values, ensuring moral equality and inclusion? What kinds of governance mechanisms are needed for personal data, metadata, and aggregated data at various levels? What are the effects of AI and automation on the transformation and social division of labor? What are the impacts on economic structures? What proactive and accommodation measures will be required? How will people benefit from decision support systems and personal digital assistants without the risk of manipulation? How do we design transparent and intelligible procedures and ensure that their functions reflect our values and criteria? How can we anticipate failure and restore human control over an AI system when it operates outside its intended scope? How can we devote a substantial part of our research and development resources to the major challenges of our time such as climate, environment, health, and education?

Redesigning AI

Redesigning AI
Author: Daron Acemoglu
Publisher: MIT Press
Total Pages: 140
Release: 2021-05-25
Genre: Computers
ISBN: 1946511633
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A look at how new technologies can be put to use in the creation of a more just society. Artificial Intelligence (AI) is not likely to make humans redundant. Nor will it create superintelligence anytime soon. But it will make huge advances in the next two decades, revolutionize medicine, entertainment, and transport, transform jobs and markets, and vastly increase the amount of information that governments and companies have about individuals. AI for Good leads off with economist and best-selling author Daron Acemoglu, who argues that there are reasons to be concerned about these developments. AI research today pays too much attention to the technological hurtles ahead without enough attention to its disruptive effects on the fabric of society: displacing workers while failing to create new opportunities for them and threatening to undermine democratic governance itself. But the direction of AI development is not preordained. Acemoglu argues for its potential to create shared prosperity and bolster democratic freedoms. But directing it to that task will take great effort: It will require new funding and regulation, new norms and priorities for developers themselves, and regulations over new technologies and their applications. At the intersection of technology and economic justice, this book will bring together experts--economists, legal scholars, policy makers, and developers--to debate these challenges and consider what steps tech companies can do take to ensure the advancement of AI does not further diminish economic prospects of the most vulnerable groups of population.

The Big Nine

The Big Nine
Author: Amy Webb
Publisher: PublicAffairs
Total Pages: 280
Release: 2019-03-05
Genre: Business & Economics
ISBN: 1541773748
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A call-to-arms about the broken nature of artificial intelligence, and the powerful corporations that are turning the human-machine relationship on its head. We like to think that we are in control of the future of "artificial" intelligence. The reality, though, is that we -- the everyday people whose data powers AI -- aren't actually in control of anything. When, for example, we speak with Alexa, we contribute that data to a system we can't see and have no input into -- one largely free from regulation or oversight. The big nine corporations -- Amazon, Google, Facebook, Tencent, Baidu, Alibaba, Microsoft, IBM and Apple--are the new gods of AI and are short-changing our futures to reap immediate financial gain. In this book, Amy Webb reveals the pervasive, invisible ways in which the foundations of AI -- the people working on the system, their motivations, the technology itself -- is broken. Within our lifetimes, AI will, by design, begin to behave unpredictably, thinking and acting in ways which defy human logic. The big nine corporations may be inadvertently building and enabling vast arrays of intelligent systems that don't share our motivations, desires, or hopes for the future of humanity. Much more than a passionate, human-centered call-to-arms, this book delivers a strategy for changing course, and provides a path for liberating us from algorithmic decision-makers and powerful corporations.

The New Fire

The New Fire
Author: Ben Buchanan
Publisher: MIT Press
Total Pages: 341
Release: 2024-03-05
Genre: Political Science
ISBN: 0262548488
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AI is revolutionizing the world. Here’s how democracies can come out on top. Artificial intelligence is revolutionizing the modern world. It is ubiquitous—in our homes and offices, in the present and most certainly in the future. Today, we encounter AI as our distant ancestors once encountered fire. If we manage AI well, it will become a force for good, lighting the way to many transformative inventions. If we deploy it thoughtlessly, it will advance beyond our control. If we wield it for destruction, it will fan the flames of a new kind of war, one that holds democracy in the balance. As AI policy experts Ben Buchanan and Andrew Imbrie show in The New Fire, few choices are more urgent—or more fascinating—than how we harness this technology and for what purpose. The new fire has three sparks: data, algorithms, and computing power. These components fuel viral disinformation campaigns, new hacking tools, and military weapons that once seemed like science fiction. To autocrats, AI offers the prospect of centralized control at home and asymmetric advantages in combat. It is easy to assume that democracies, bound by ethical constraints and disjointed in their approach, will be unable to keep up. But such a dystopia is hardly preordained. Combining an incisive understanding of technology with shrewd geopolitical analysis, Buchanan and Imbrie show how AI can work for democracy. With the right approach, technology need not favor tyranny.

Democratizing Artificial Intelligence to Benefit Everyone

Democratizing Artificial Intelligence to Benefit Everyone
Author: Jacques Ludik
Publisher:
Total Pages: 435
Release: 2021-03-24
Genre:
ISBN:
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We live in exhilarating times where we already experience the disruptive and profound impact of a smart technology revolution with AI as one of the key exponential technologies that seems to be on track to change how we live, work, play, interact, and relate to one another in an all-inclusive and wide-ranging fashion. Besides the impact of the Smart Technology Era that is felt in almost every industry in every country and entire systems of production, management, and governance being transformed, we also see also our current civilization on a problematic trajectory where we struggle with sense-making, meaning-making, wealth gaps, job loss, catastrophic risks, discrimination, data abuse, bias, human agency, dependence lock-in, institutional decay, as well as disorder and destabilization of society. It is a time where we need visionary leadership, sense-making, wisdom, and practical actions to ensure that humanity and our civilization is moving in the right direction as we work towards unlocking the tremendous potential of AI and smart technologies. Democratizing Artificial Intelligence to Benefit Everyone does not only take us on a holistic sense-making journey and lays a foundation to synthesize a more balanced view and better understanding of AI, its applications, its benefits, its risks, its limitations, its progress, and its likely future paths, but also taps into Dr Jacques Ludik's wealth of experience, knowledge, and sense-making ability as a smart technology entrepreneur and founder of multiple AI companies, AI expert, AI ecosystem builder, and award-winning AI Leader with a Ph.D. in Artificial Intelligence and three decades of experience in AI and its applications in multiple industries across the globe. This book also synthesizes, assimilates, and acts as a filter on a wide spectrum of thought leadership, information, ideas, and research to enable as many people as possible to not only interpret and make sense of this, but also participate in helping shape a better future for ourselves, our children and humanity going forward. It helps us to more accurately understand where we are heading given the current dynamics on a global and national economic and political level as well as across ideologies and industries. Specific solutions are also shared to address AI's potential negative impacts, designing AI for social good and beneficial outcomes, building human-compatible AI that is ethical and trustworthy, addressing bias and discrimination, and the skills and competencies needed for a human-centric AI-driven workplace. Not only is the book aimed to help with the drive towards democratizing AI and its applications to maximize the beneficial outcomes for humanity, but Dr Ludik is specifically arguing for a more decentralized beneficial human-centric future where AI and its benefits can be democratized to as many people as possible. He specifically examines what it means to be human and living meaningful in the 21st century and share some ideas for reshaping our civilization for beneficial outcomes as well as various potential outcomes for the future of civilization. Dr Jacques Ludik also proposes a Massive Transformative Purpose for Humanity and associated goals that complement the United Nations' 2030 vision and sustainable development goals to help shape a beneficial human-centric future in a decentralized hyperconnected world. As a practical step towards a building block in support of this purpose and goals, he also introduces an initiative and an invitation to people around globe to participate in the development, deployment and use of a decentralized, human-centric, and user-controlled AI-driven super platform called Sapiens . To help shape this better future we need a collective, integrated, and comprehensive response that involves all stakeholders of the global system of governing, from the private and public sectors to civil society and academia.

Human-Centered AI

Human-Centered AI
Author: Ben Shneiderman
Publisher: Oxford University Press
Total Pages: 390
Release: 2022
Genre: Computers
ISBN: 0192845292
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The remarkable progress in algorithms for machine and deep learning have opened the doors to new opportunities, and some dark possibilities. However, a bright future awaits those who build on their working methods by including HCAI strategies of design and testing. As many technology companies and thought leaders have argued, the goal is not to replace people, but to empower them by making design choices that give humans control over technology. In Human-Centered AI, Professor Ben Shneiderman offers an optimistic realist's guide to how artificial intelligence can be used to augment and enhance humans' lives. This project bridges the gap between ethical considerations and practical realities to offer a road map for successful, reliable systems. Digital cameras, communications services, and navigation apps are just the beginning. Shneiderman shows how future applications will support health and wellness, improve education, accelerate business, and connect people in reliable, safe, and trustworthy ways that respect human values, rights, justice, and dignity.

Preparing for the Future of Artificial Intelligence

Preparing for the Future of Artificial Intelligence
Author: Committee on Technology National Science and Technology Council, Committee on Technology
Publisher: Createspace Independent Publishing Platform
Total Pages: 58
Release: 2016-10-30
Genre:
ISBN: 9781540396518
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Advances in Artificial Intelligence (AI) technology have opened up new markets and new opportunities for progress in critical areas such as health, education, energy, and the environment. In recent years, machines have surpassed humans in the performance of certain specific tasks, such as some aspects of image recognition. Experts forecast that rapid progress in the field of specialized artificial intelligence will continue. Although it is very unlikely that machines will exhibit broadly-applicable intelligence comparable to or exceeding that of humans in the next 20 years, it is to be expected that machines will reach and exceed human performance on more and more tasks. As a contribution toward preparing the United States for a future in which AI plays a growing role, this report surveys the current state of AI, its existing and potential applications, and the questions that are raised for society and public policy by progress in AI. The report also makes recommendations for specific further actions by Federal agencies and other actors.

Imagining the Future: Science and American Democracy (Easyread Large Edition)

Imagining the Future: Science and American Democracy (Easyread Large Edition)
Author: Yuval Levin
Publisher: ReadHowYouWant.com
Total Pages: 242
Release: 2010
Genre: Political Science
ISBN: 1458763544
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From stem cell research to global warming, human cloning, evolution, and beyond, political debates about science in recent years have fallen into the familiar categories of America's culture wars. Imagining the Future explores the meaning of science and technology in American politics today. The science debates, Yuval Levin argues, expose the deepest strengths and greatest weaknesses of both the left and the right, and present serious challenges to American democratic self-government. What do arguments about embryos, climate, or the origins of man reveal about contemporary America? Why do issues involving science seem to divide us along the same fault lines as so many other issues in our political life? Is science morally neutral, or is it an endeavor filled with moral promise - and peril? Are American conservatives really waging war on science? Is the American left justified in calling itself the party of science? Most of the science debates, Levin concludes, are not about particular theories or facts or technologies. Rather, they come down to a profound dispute between liberals and conservatives about the right way to think about the future. Science is only one subject of this broader dispute; but today's science debates can illuminate the contours of our politics and clarify the rift at the heart of our polity.