Rebooting AI

Rebooting AI PDF

Author: Gary Marcus

Publisher: Vintage

Published: 2019-09-10

Total Pages: 288

ISBN-13: 1524748269

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Two leaders in the field offer a compelling analysis of the current state of the art and reveal the steps we must take to achieve a truly robust artificial intelligence. Despite the hype surrounding AI, creating an intelligence that rivals or exceeds human levels is far more complicated than we have been led to believe. Professors Gary Marcus and Ernest Davis have spent their careers at the forefront of AI research and have witnessed some of the greatest milestones in the field, but they argue that a computer beating a human in Jeopardy! does not signal that we are on the doorstep of fully autonomous cars or superintelligent machines. The achievements in the field thus far have occurred in closed systems with fixed sets of rules, and these approaches are too narrow to achieve genuine intelligence. The real world, in contrast, is wildly complex and open-ended. How can we bridge this gap? What will the consequences be when we do? Taking inspiration from the human mind, Marcus and Davis explain what we need to advance AI to the next level, and suggest that if we are wise along the way, we won't need to worry about a future of machine overlords. If we focus on endowing machines with common sense and deep understanding, rather than simply focusing on statistical analysis and gatherine ever larger collections of data, we will be able to create an AI we can trust—in our homes, our cars, and our doctors' offices. Rebooting AI provides a lucid, clear-eyed assessment of the current science and offers an inspiring vision of how a new generation of AI can make our lives better.

Rebooting AI

Rebooting AI PDF

Author: Gary Marcus

Publisher: Pantheon

Published: 2019

Total Pages: 290

ISBN-13: 1524748250

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Two leaders in the field offer a compelling analysis of the current state of the art and reveal the steps we must take to achieve a truly robust artificial intelligence. Despite the hype surrounding AI, creating an intelligence that rivals or exceeds human levels is far more complicated than we have been led to believe. Professors Gary Marcus and Ernest Davis have spent their careers at the forefront of AI research and have witnessed some of the greatest milestones in the field, but they argue that a computer beating a human in Jeopardy! does not signal that we are on the doorstep of fully autonomous cars or superintelligent machines. The achievements in the field thus far have occurred in closed systems with fixed sets of rules, and these approaches are too narrow to achieve genuine intelligence. The real world, in contrast, is wildly complex and open-ended. How can we bridge this gap? What will the consequences be when we do? Taking inspiration from the human mind, Marcus and Davis explain what we need to advance AI to the next level, and suggest that if we are wise along the way, we won't need to worry about a future of machine overlords. If we focus on endowing machines with common sense and deep understanding, rather than simply focusing on statistical analysis and gatherine ever larger collections of data, we will be able to create an AI we can trust--in our homes, our cars, and our doctors' offices. Rebooting AI provides a lucid, clear-eyed assessment of the current science and offers an inspiring vision of how a new generation of AI can make our lives better.

Artificial Intelligence

Artificial Intelligence PDF

Author: Melanie Mitchell

Publisher: Farrar, Straus and Giroux

Published: 2019-10-15

Total Pages: 336

ISBN-13: 0374715238

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Melanie Mitchell separates science fact from science fiction in this sweeping examination of the current state of AI and how it is remaking our world No recent scientific enterprise has proved as alluring, terrifying, and filled with extravagant promise and frustrating setbacks as artificial intelligence. The award-winning author Melanie Mitchell, a leading computer scientist, now reveals AI’s turbulent history and the recent spate of apparent successes, grand hopes, and emerging fears surrounding it. In Artificial Intelligence, Mitchell turns to the most urgent questions concerning AI today: How intelligent—really—are the best AI programs? How do they work? What can they actually do, and when do they fail? How humanlike do we expect them to become, and how soon do we need to worry about them surpassing us? Along the way, she introduces the dominant models of modern AI and machine learning, describing cutting-edge AI programs, their human inventors, and the historical lines of thought underpinning recent achievements. She meets with fellow experts such as Douglas Hofstadter, the cognitive scientist and Pulitzer Prize–winning author of the modern classic Gödel, Escher, Bach, who explains why he is “terrified” about the future of AI. She explores the profound disconnect between the hype and the actual achievements in AI, providing a clear sense of what the field has accomplished and how much further it has to go. Interweaving stories about the science of AI and the people behind it, Artificial Intelligence brims with clear-sighted, captivating, and accessible accounts of the most interesting and provocative modern work in the field, flavored with Mitchell’s humor and personal observations. This frank, lively book is an indispensable guide to understanding today’s AI, its quest for “human-level” intelligence, and its impact on the future for us all.

The Autonomous Revolution

The Autonomous Revolution PDF

Author: William Davidow

Publisher: Berrett-Koehler Publishers

Published: 2020-02-18

Total Pages: 264

ISBN-13: 1523087625

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We are at the dawn of the Autonomous Revolution, a technological revolution as decisive as the Agricultural and Industrial Revolutions. Autonomous machines are capable of learning and adapting faster than humans and entirely on their own. And for the first time in human history we no longer require physical locations to work, play, shop, socialize, or be entertained. William Davidow and Michael Malone, authors of the seminal book The Virtual Corporation, explore the enormous implications of these developments. They show why increases in productivity no longer translate into increases in the GDP, how invisible algorithms control what you see and hear, and much more. Many of the book's recommendations—such as monetizing internet usage and making companies pay for personal information—are likely to be controversial, but this debate needs to begin now, before the Autonomous Revolution overcomes us.

In AI We Trust

In AI We Trust PDF

Author: Helga Nowotny

Publisher: John Wiley & Sons

Published: 2021-08-19

Total Pages: 125

ISBN-13: 1509548823

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One of the most persistent concerns about the future is whether it will be dominated by the predictive algorithms of AI – and, if so, what this will mean for our behaviour, for our institutions and for what it means to be human. AI changes our experience of time and the future and challenges our identities, yet we are blinded by its efficiency and fail to understand how it affects us. At the heart of our trust in AI lies a paradox: we leverage AI to increase our control over the future and uncertainty, while at the same time the performativity of AI, the power it has to make us act in the ways it predicts, reduces our agency over the future. This happens when we forget that that we humans have created the digital technologies to which we attribute agency. These developments also challenge the narrative of progress, which played such a central role in modernity and is based on the hubris of total control. We are now moving into an era where this control is limited as AI monitors our actions, posing the threat of surveillance, but also offering the opportunity to reappropriate control and transform it into care. As we try to adjust to a world in which algorithms, robots and avatars play an ever-increasing role, we need to understand better the limitations of AI and how their predictions affect our agency, while at the same time having the courage to embrace the uncertainty of the future.

Health Tech

Health Tech PDF

Author: Trond Arne Undheim

Publisher: CRC Press

Published: 2021-11-09

Total Pages: 169

ISBN-13: 1000452263

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Health Tech: Rebooting Society's Software, Hardware and Mindset fulfills the need for actionable insight on what’s truly driving change and how to become a changemaker, not just affected by it. The book introduces anybody who wishes to understand how global healthcare will change in the next decade to the key technologies, social dynamics, and systemic shifts that are shaping the future. Healthcare futurist, investor, and entrepreneur Trond Arne Undheim describes the complex history of public health, why it’s so complicated and what the major challenges are right now. He includes a discussion of COVID, why it happened, the cultural factors that have slowed down traditional public health measures, and how innovation can help. He also discusses what is happening in health systems around the world as a result of the pandemic. The book explores certain health tech measures, tools (basic medical devices gradually being upgraded and digitally enhanced), processes, and innovations that are already working well along with others that are in their infancy, such as AI, wearables, robotics, sensors, and digital therapeutics. The book describes the movers and shakers in the healthcare system of the future, from startups to patient and service providers, as well as the health challenges of our time, including pandemics, aging, preventive healthcare, and much more. The book concludes with a look at how health tech may bring about the biggest opportunity to transform healthcare for decades to come.

A Brief History of Artificial Intelligence

A Brief History of Artificial Intelligence PDF

Author: Michael Wooldridge

Publisher: Flatiron Books

Published: 2021-01-19

Total Pages: 148

ISBN-13: 1250770734

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From Oxford's leading AI researcher comes a fun and accessible tour through the history and future of one of the most cutting edge and misunderstood field in science: Artificial Intelligence The somewhat ill-defined long-term aim of AI is to build machines that are conscious, self-aware, and sentient; machines capable of the kind of intelligent autonomous action that currently only people are capable of. As an AI researcher with 25 years of experience, professor Mike Wooldridge has learned to be obsessively cautious about such claims, while still promoting an intense optimism about the future of the field. There have been genuine scientific breakthroughs that have made AI systems possible in the past decade that the founders of the field would have hailed as miraculous. Driverless cars and automated translation tools are just two examples of AI technologies that have become a practical, everyday reality in the past few years, and which will have a huge impact on our world. While the dream of conscious machines remains, Professor Wooldridge believes, a distant prospect, the floodgates for AI have opened. Wooldridge's A Brief History of Artificial Intelligence is an exciting romp through the history of this groundbreaking field--a one-stop-shop for AI's past, present, and world-changing future.

Guitar Zero

Guitar Zero PDF

Author: Gary Marcus

Publisher: Penguin

Published: 2012-01-19

Total Pages: 288

ISBN-13: 110155228X

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On the eve of his 40th birthday, Gary Marcus, a renowned scientist with no discernible musical talent, learns to play the guitar and investigates how anyone—of any age —can become musical. Do you have to be born musical to become musical? Do you have to start at the age of six? Using the tools of his day job as a cognitive psychologist, Gary Marcus becomes his own guinea pig as he takes up the guitar. In a powerful and incisive look at how both children and adults become musical, Guitar Zero traces Marcus’s journey, what he learned, and how anyone else can learn, too. A groundbreaking peek into the origins of music in the human brain, this musical journey is also an empowering tale of the mind’s enduring plasticity. Marcus investigates the most effective ways to train body and brain to learn to play an instrument, in a quest that takes him from Suzuki classes to guitar gods. From deliberate and efficient practicing techniques to finding the right music teacher, Marcus translates his own experience—as well as reflections from world-renowned musicians—into practical advice for anyone hoping to become musical, or to learn a new skill. Guitar Zero debunks the popular theory of an innate musical instinct while simultaneously challenging the idea that talent is only a myth. While standing the science of music on its head, Marcus brings new insight into humankind’s most basic question: what counts as a life well lived? Does one have to become the next Jimi Hendrix to make a passionate pursuit worthwhile, or can the journey itself bring the brain lasting satisfaction? For all those who have ever set out to play an instrument—or wish that they could—Guitar Zero is an inspiring and fascinating look at the pursuit of music, the mechanics of the mind, and the surprising rewards that come from following one’s dreams.

Rage Inside the Machine

Rage Inside the Machine PDF

Author: Robert Elliott Smith

Publisher: Bloomsbury Publishing

Published: 2019-06-27

Total Pages: 345

ISBN-13: 147296389X

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Shortlisted for the 2020 Business Book Awards We live in a world increasingly ruled by technology; we seem as governed by technology as we do by laws and regulations. Frighteningly often, the influence of technology in and on our lives goes completely unchallenged by citizens and governments. We comfort ourselves with the soothing refrain that technology has no morals and can display no prejudice, and it's only the users of technology who distort certain aspects of it. But is this statement actually true? Dr Robert Smith thinks it is dangerously untrue in the modern era. Having worked in the field of artificial intelligence for over 30 years, Smith reveals the mounting evidence that the mechanical actors in our lives do indeed have, or at least express, morals: they're just not the morals of the progressive modern society that we imagined we were moving towards. Instead, as we are just beginning to see – in the US elections and Brexit to name but a few – there are increasing incidences of machine bigotry, greed and the crass manipulation of our basest instincts. It is easy to assume that these are the result of programmer prejudices or the product of dark forces manipulating the masses through the network of the Internet. But what if there is something more fundamental and explicitly mechanical at play, something inherent within technology itself? This book demonstrates how non-scientific ideas have been encoded deep into our technological infrastructure. Offering a rigorous, fresh perspective on how technology has brought us to this place, Rage Inside the Machine challenges the long-held assumption that technology is an apolitical and amoral force. Shedding light on little-known historical stories and investigating the complex connections between scientific philosophy, institutional prejudice and new technology, this book offers a new, honest and more truly scientific vision of ourselves.

Rebooting AI

Rebooting AI PDF

Author: Gary Marcus

Publisher: Vintage

Published: 2020-08-25

Total Pages: 290

ISBN-13: 052556604X

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Two leaders in the field offer a compelling analysis of the current state of the art and reveal the steps we must take to achieve a robust artificial intelligence that can make our lives better. “Finally, a book that tells us what AI is, what AI is not, and what AI could become if only we are ambitious and creative enough.” —Garry Kasparov, former world chess champion and author of Deep Thinking Despite the hype surrounding AI, creating an intelligence that rivals or exceeds human levels is far more complicated than we have been led to believe. Professors Gary Marcus and Ernest Davis have spent their careers at the forefront of AI research and have witnessed some of the greatest milestones in the field, but they argue that a computer beating a human in Jeopardy! does not signal that we are on the doorstep of fully autonomous cars or superintelligent machines. The achievements in the field thus far have occurred in closed systems with fixed sets of rules, and these approaches are too narrow to achieve genuine intelligence. The real world, in contrast, is wildly complex and open-ended. How can we bridge this gap? What will the consequences be when we do? Taking inspiration from the human mind, Marcus and Davis explain what we need to advance AI to the next level, and suggest that if we are wise along the way, we won't need to worry about a future of machine overlords. If we focus on endowing machines with common sense and deep understanding, rather than simply focusing on statistical analysis and gatherine ever larger collections of data, we will be able to create an AI we can trust—in our homes, our cars, and our doctors' offices. Rebooting AI provides a lucid, clear-eyed assessment of the current science and offers an inspiring vision of how a new generation of AI can make our lives better.