Rebooting AI

Author: Gary Marcus
Publisher: Vintage
ISBN: 1524748269
Category : Computers
Languages : en
Pages : 290

Book Description
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.

Rebooting AI

Author: Gary Marcus
Publisher: Pantheon
ISBN: 1524748250
Category : Business & Economics
Languages : en
Pages : 290

Book Description
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

Author: Gary Marcus
Publisher: Vintage
ISBN: 052556604X
Category : Computers
Languages : en
Pages : 290

Artificial Intelligence

Author: Melanie Mitchell
Publisher: Farrar, Straus and Giroux
ISBN: 0374715238
Category : Computers
Languages : en
Pages : 216

Book Description
“After reading Mitchell’s guide, you’ll know what you don’t know and what other people don’t know, even though they claim to know it. And that’s invaluable." –The New York Times A leading computer scientist brings human sense to the AI bubble 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.

Rebooting Work

Author: Maynard Webb
Publisher: John Wiley & Sons
ISBN: 9781118226155
Category : Business & Economics
Languages : en
Pages : 0

Book Description
From Silicon Valley leader Maynard Webb, how we can leverage technology to change how we work Maynard Webb has always been the go-to guy when Silicon Valley companies have thorny problems. Whether revamping eBay's crashing servers (transforming their technology weaknesses into a competitive strength) or investing in emerging technology start-ups, Webb brings strategic and operational savvy to every issue and venture. In his first book, Webb brings this same focus to tackle outdated models of work, created a century ago, which no longer sync up with either individual or employers' needs. Through a unique framework, Webb identifies 4 different mindsets around work (the company man, CEO of your own destiny, disenchanted employee, and the aspiring entrepreneur). It organizes those who are self-motivated versus those who are waiting to be discovered and aims to give readers the tools to become more self-actualized, happier, and ultimately more fulfilled in their careers. In identifying a paradigm shift that is already under way, Webb demonstrates clearly how to harness technology to embrace our own personal happiness, allowing people to become more productive at work and also spend more time with their families. Contains a framework that demonstrates how we can leverage technology to create better job opportunities and foster more balanced lives Written by Maynard Webb, chairman of LiveOps, former COO of e-Bay, founder of Webb Investment Network (WIN), and board member of Yahoo! and salesforce.com Includes personalized worksheets and empowering action-oriented advice Rebooting Work reveals how anyone can take control of his or her own future, finding greater fulfillment, productivity, and happiness.

In AI We Trust

Author: Helga Nowotny
Publisher: John Wiley & Sons
ISBN: 1509548823
Category : Science
Languages : en
Pages : 125

Book Description
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.

The Autonomous Revolution

Author: William H. Davidow
Publisher: Berrett-Koehler Publishers
ISBN: 1523087625
Category : Business & Economics
Languages : en
Pages : 264

Book Description
The coauthors of the seminal book The Virtual Corporation describe how the rise of artificial intelligence and virtual environments are ushering in an epic cultural transformation—and how we can thrive in this new era. We are at the dawn of the Autonomous Revolution, a turning point in human history as decisive as the Agricultural and Industrial Revolutions. More and more, AI-based machines are replacing human beings, and online environments are gathering our data and using it to manipulate us. This loss of human autonomy amounts to nothing less than a societal phase change, a fundamental paradigm shift. The same institutions will remain—schools, banks, churches, and corporations—but they will radically change form, obey new rules, and use new tools. William H. Davidow and Michael S. Malone go deeply into the enormous implications of these developments. They show why increases in productivity no longer translate into increases in the GDP and how zero cost, one-to-many communications have been turned into tools for cybercrime and propaganda. Many of the book's recommendations—such as using taxes to control irresponsible internet behavior and enabling people to put their data into what are essentially virtual personal information “safety deposit boxes”—are bold and visionary, but we must figure out how we will deal with these emerging challenges now, before the Autonomous Revolution overcomes us.

The Algebraic Mind

Author: Gary F. Marcus
Publisher: MIT Press
ISBN: 0262354403
Category : Psychology
Languages : en
Pages : 241

Book Description
In The Algebraic Mind, Gary Marcus attempts to integrate two theories about how the mind works, one that says that the mind is a computer-like manipulator of symbols, and another that says that the mind is a large network of neurons working together in parallel. Resisting the conventional wisdom that says that if the mind is a large neural network it cannot simultaneously be a manipulator of symbols, Marcus outlines a variety of ways in which neural systems could be organized so as to manipulate symbols, and he shows why such systems are more likely to provide an adequate substrate for language and cognition than neural systems that are inconsistent with the manipulation of symbols. Concluding with a discussion of how a neurally realized system of symbol-manipulation could have evolved and how such a system could unfold developmentally within the womb, Marcus helps to set the future agenda of cognitive neuroscience.

The Future of the Brain

Author: Gary Marcus
Publisher: Princeton University Press
ISBN: 0691173311
Category : Science
Languages : en
Pages : 298

Book Description
The world's top experts take readers to the very frontiers of brain science Includes a chapter by 2014 Nobel laureates May-Britt Moser and Edvard Moser An unprecedented look at the quest to unravel the mysteries of the human brain, The Future of the Brain takes readers to the absolute frontiers of science. Original essays by leading researchers such as Christof Koch, George Church, Olaf Sporns, and May-Britt and Edvard Moser describe the spectacular technological advances that will enable us to map the more than eighty-five billion neurons in the brain, as well as the challenges that lie ahead in understanding the anticipated deluge of data and the prospects for building working simulations of the human brain. A must-read for anyone trying to understand ambitious new research programs such as the Obama administration's BRAIN Initiative and the European Union's Human Brain Project, The Future of the Brain sheds light on the breathtaking implications of brain science for medicine, psychiatry, and even human consciousness itself. Contributors include: Misha Ahrens, Ned Block, Matteo Carandini, George Church, John Donoghue, Chris Eliasmith, Simon Fisher, Mike Hawrylycz, Sean Hill, Christof Koch, Leah Krubitzer, Michel Maharbiz, Kevin Mitchell, Edvard Moser, May-Britt Moser, David Poeppel, Krishna Shenoy, Olaf Sporns, Anthony Zador.

Human Compatible

Author: Stuart Jonathan Russell
Publisher: Penguin Books
ISBN: 0525558616
Category : Business & Economics
Languages : en
Pages : 354

Book Description
A leading artificial intelligence researcher lays out a new approach to AI that will enable people to coexist successfully with increasingly intelligent machines.