Rebooting AI
Building Artificial Intelligence We Can Trust
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Narrated by:
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Kaleo Griffith
About this listen
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 gathering 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.
©2019 Gary Marcus (P)2019 Random House AudioListeners also enjoyed...
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Critic reviews
"Artificial intelligence is among the most consequential issues facing humanity, yet much of today’s commentary has been less than intelligent: awe-struck, credulous, apocalyptic, uncomprehending. Gary Marcus and Ernest Davis, experts in human and machine intelligence, lucidly explain what today’s AI can and cannot do, and point the way to systems that are less A and more I." (Steven Pinker, Johnstone professor of psychology, Harvard University, and the author of How the Mind Works and The Stuff of Thought)
"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. No matter how smart and useful our intelligent machines are today, they don’t know what really matters. Rebooting AI dares to imagine machine minds that goes far beyond the closed systems of games and movie recommendations to become real partners in every aspect of our lives." (Garry Kasparov, former world chess champion and author of Deep Thinking: Where Machine Intelligence Ends and Human Creativity Begins)
"Finally, a book that says aloud what so many AI experts are really thinking. Every CEO should read it, and everyone else at the company, too. Then they’ll be able to separate the AI wheat from the chaff, and know where we are, how far we have to go, and how to get there." (Pedro Domingos, professor of computer science at the University of Washington and author of The Master Algorithm)
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The Intelligent Web
- Search, Smart Algorithms, and Big Data
- By: Gautam Shroff
- Narrated by: Neil Shah
- Length: 10 hrs and 42 mins
- Unabridged
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As we use the Web for social networking, shopping, and news, we leave a personal trail. These days, linger over a Web page selling lamps, and they will turn up at the advertising margins as you move around the Internet, reminding you, tempting you to make that purchase. Search engines such as Google can now look deep into the data on the Web to pull out instances of the words you are looking for. And there are pages that collect and assess information to give you a snapshot of changing political opinion.
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Great book for learning about Deep learning
- By Darkpassenger on 04-16-15
By: Gautam Shroff
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Mind in Motion
- How Action Shapes Thought
- By: Barbara Tversky
- Narrated by: Cassandra Campbell
- Length: 11 hrs and 17 mins
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In Mind in Motion, psychologist Barbara Tversky shows that spatial cognition isn't just a peripheral aspect of thought, but its very foundation, enabling us to draw meaning from our bodies and their actions in the world. Our actions in real space get turned into mental actions on thought, often spouting spontaneously from our bodies as gestures. Spatial thinking underlies creating and using maps, assembling furniture, devising football strategies, designing airports, understanding the flow of people, traffic, water, and ideas.
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Physically difficult to listen to
- By Claire Hay on 11-08-19
By: Barbara Tversky
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On Intelligence
- By: Jeff Hawkins, Sandra Blakeslee
- Narrated by: Jeff Hawkins, Stefan Rudnicki
- Length: 9 hrs and 22 mins
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Jeff Hawkins, the man who created the PalmPilot, Treo smart phone, and other handheld devices, has reshaped our relationship to computers. Now he stands ready to revolutionize both neuroscience and computing in one stroke, with a new understanding of intelligence itself.
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Epiphany
- By James on 03-14-05
By: Jeff Hawkins, and others
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Complexity
- The Emerging Science at the Edge of Order and Chaos
- By: M. Mitchell Waldrop
- Narrated by: Mikael Naramore
- Length: 17 hrs and 8 mins
- Unabridged
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In a rarified world of scientific research, a revolution has been brewing. Its activists are not anarchists, but rather Nobel Laureates in physics and economics and pony-tailed graduates, mathematicians, and computer scientists from all over the world. They have formed an iconoclastic think-tank and their radical idea is to create a new science: complexity. They want to know how a primordial soup of simple molecules managed to turn itself into the first living cell--and what the origin of life some four billion years ago can tell us about the process of technological innovation today.
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You won't learn anything you didn't know
- By Dennis E. Alwine on 12-26-20
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Smart Thinking
- Three Essential Keys to Solve Problems, Innovate, and Get Things Done
- By: Art Markman
- Narrated by: Sean Pratt
- Length: 7 hrs and 11 mins
- Unabridged
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Think smart people are just born that way? Think again. Drawing on diverse studies of the mind, from psychology to linguistics, philosophy, and learning science, Art Markman, Ph.D., demonstrates the difference between "smart thinking" and raw intelligence, showing listeners how memory works, how to learn effectively, and how to use knowledge to get things done. He then introduces his own three-part formula for listeners to employ "smart thinking" in their daily lives.
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I feel asleep in class
- By Lee on 12-14-12
By: Art Markman
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Superminds
- The Surprising Power of People and Computers Thinking Together
- By: Thomas W. Malone
- Narrated by: Mel Foster
- Length: 11 hrs and 11 mins
- Unabridged
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Many people today are so dazzled by the long-term potential for artificial intelligence that they overlook the much clearer and more immediate potential for a new form of "collective intelligence": the intelligence of groups of people and computers working together. In Superminds, Thomas Malone explains what we need to do to take advantage of this potential. Groundbreaking and utterly fascinating, Superminds will change the way you work - both with others and with computers - for the better.
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"Why did a Kenyan immigrant win the 2008 election"
- By RealTruth on 07-11-18
By: Thomas W. Malone
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Breakpoint
- Why the Web Will Implode, Search Will Be Obsolete, and Everything Else You Need to Know About Technology Is in Your Brain
- By: Jeff Stibel
- Narrated by: Robert David Grant
- Length: 7 hrs and 37 mins
- Unabridged
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We are living in a world in which cows send texts to farmers when they're in heat, where the most valuable real estate in New York City houses computers, not people, and some of humanity's greatest works are created by crowds, not individuals. We are in the midst of a networking revolution - set to transform the way we access the world's information and the way we connect with one another. Studying biological systems is perhaps the best way to understand such networks, and nature has a lesson for us if we care to listen: Bigger is rarely better in the long run.
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Meh
- By Customer on 12-07-14
By: Jeff Stibel
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Too Big To Know
- Rethinking Knowledge Now That the Facts Aren't the Facts, Experts Are Everywhere, and the Smartest Person in the Room Is the Room
- By: David Weinberger
- Narrated by: Peter Johnson
- Length: 8 hrs and 2 mins
- Unabridged
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Overall
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Performance
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We used to know how to know. We got our answers from books or experts. We'd nail down the facts and move on. But in the Internet age, knowledge has moved onto networks. There's more knowledge than ever, of course, but it's different. Topics have no boundaries, and nobody agrees on anything.Yet this is the greatest time in history to be a knowledge seeker - if you know how.
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Good to know ...
- By John B. Fisher on 01-24-12
By: David Weinberger
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Borrowing Brilliance
- The Six Steps to Business Innovation by Building on the Ideas of Others
- By: David Kord Murray
- Narrated by: Patrick Lawlor
- Length: 10 hrs and 33 mins
- Unabridged
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As a former aerospace scientist, Fortune 500 executive, chief innovation officer of two major companies, inventor and software entrepreneur, David Murray has made a living by coming up with new and innovative ideas. In Borrowing Brilliance he explains the origins and evolution of a business idea by showing you how new ideas are merely the combination of existing ideas.
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Really good but...
- By MasterMind Mentor International on 07-20-20
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The Laws of Simplicity
- Design, Technology, Business, Life
- By: John Maeda
- Narrated by: Nick Podehl
- Length: 2 hrs and 44 mins
- Unabridged
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Performance
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Finally, we are learning that simplicity equals sanity. We’re rebelling against technology that’s too complicated, DVD players with too many menus, and software accompanied by 75-megabyte “read me” manuals. The iPod’s clean gadgetry has made simplicity hip. But sometimes we find ourselves caught up in the simplicity paradox: we want something that’s simple and easy to use, but also does all the complex things we might ever want it to do.
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Get past the start and be impressed
- By Alex Z on 12-11-17
By: John Maeda
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Applied Minds
- How Engineers Think
- By: Guru Madhavan
- Narrated by: Sean Pratt
- Length: 5 hrs and 22 mins
- Unabridged
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Through narratives and case studies spanning the brilliant history of engineering, Madhavan shows how the concepts of prototyping, efficiency, reliability, standards, optimization, and feedback are put to use in fields as diverse as transportation, retail, health care, and entertainment. Equal parts personal, practical, and profound, Applied Minds charts a path to a future where we apply strategies borrowed from engineering to create useful and inspired solutions to our most pressing challenges.
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excellent edifying book; great narrator too.
- By Phillip on 01-16-22
By: Guru Madhavan
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Strategic Intuition
- The Creative Spark in Human Achievement
- By: Bill Duggan
- Narrated by: Dennis Holland
- Length: 6 hrs and 46 mins
- Unabridged
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Overall
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Performance
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Story
How "Aha!" really happens....When do you get your best ideas? You probably answer "At night" or "In the shower" or "Stuck in traffic". You get a flash of insight. Things come together in your mind. You connect the dots. You say to yourself, "Aha! I see what to do." Brain science now reveals how these flashes of insight happen. It's a special form of intuition. We call it strategic intuition, because it gives you an idea for action - a strategy. This new book by William Duggan is the first full treatment of strategic intuition.
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Stratigic Intuition
- By Amazon Customer on 12-17-08
By: Bill Duggan
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Just about every human being knows how to listen to music, but what does it take to make music? Is musicality something we are born with? Or a skill that anyone can develop at any time? If you don't start piano at the age of six, is there any hope? Is skill learning best left to children or can anyone reinvent him-or herself at any time?
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NOT a better way to learn guitar!
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What happens when artificial intelligence saturates political life and depletes the planet? How is AI shaping our understanding of ourselves and our societies? Drawing on more than a decade of research, award-winning scholar Kate Crawford reveals how AI is a technology of extraction: from the minerals drawn from the earth, to the labor pulled from low-wage information workers, to the data taken from every action and expression. This book reveals how this planetary network is fueling a shift toward undemocratic governance and increased inequity.
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Inspire system thinking with informative examples
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Architects of Intelligence
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For all of neuroscience's advances, we've made little progress on its biggest question: How do simple cells in the brain create intelligence? Jeff Hawkins and his team discovered that the brain uses map-like structures to build a model of the world - not just one model, but hundreds of thousands of models of everything we know. This discovery allows Hawkins to answer important questions about how we perceive the world, why we have a sense of self, and the origin of high-level thought.
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Can a well-programmed machine do anything a human can - only better? Complex algorithms are buying our groceries, picking our partners, and driving our investments. They can navigate more data than a doctor or lawyer and act with greater precision. For many years we've taken solace in the notion that they can't create. But now that algorithms can learn and adapt, does the future of creativity belong to machines too?
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Confused about AI and worried about what it means for your future and the future of the world? You’re not alone. AI is everywhere—and few things are surrounded by so much hype, misinformation, and misunderstanding. In AI Snake Oil, computer scientists Arvind Narayanan and Sayash Kapoor cut through the confusion to give you an essential understanding of how AI works, why it often doesn’t, where it might be useful or harmful, and when you should suspect that companies are using AI hype to sell AI snake oil—products that don’t work, and probably never will.
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Basic level information nothing new here
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Supremacy
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In November 2022, a webpage was posted online with a simple text box. It was ChatGPT, and was unlike any app people had used before. It was more human than a customer service agent, more convenient than a Google search. Behind the scenes, battles for control and prestige between the world’s two leading AI firms, OpenAI and DeepMind, who now steers Google's AI efforts, has remained elusive—until now.
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Author doesn’t understand AI
- By David on 09-30-24
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Genius Makers
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What does it mean to be smart? To be human? What do we really want from life and the intelligence we have, or might create? With deep and exclusive reporting, across hundreds of interviews, New York Times Silicon Valley journalist Cade Metz brings you into the rooms where these questions are being answered. Where an extraordinarily powerful new artificial intelligence has been built into our biggest companies, our social discourse, and our daily lives, with few of us even noticing.
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difficult listen
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The Alignment Problem
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Today's "machine-learning" systems, trained by data, are so effective that we've invited them to see and hear for us - and to make decisions on our behalf. But alarm bells are ringing. Systems cull résumés until, years later, we discover that they have inherent gender biases. Algorithms decide bail and parole - and appear to assess black and white defendants differently. We can no longer assume that our mortgage application, or even our medical tests, will be seen by human eyes. And autonomous vehicles on our streets can injure or kill.
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Required reading for any AI course
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What listeners say about Rebooting AI
Average customer ratingsReviews - Please select the tabs below to change the source of reviews.
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- ade adetayo
- 08-19-22
entertaining
if you follow/enjoy Gary's online jousting vs the AI "greats" on Twitter, you will enjoy this book.
it's required reading for AI researchers and enthusiasts.
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- Kat'm
- 11-16-24
The need for Deep understanding.
The need for AI Deep understanding, is critical ti any future AI system with real world applications.
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- Amazon Customer
- 12-10-19
Insightful & nuanced take on AI, cuts through hype
This is a very enjoyable book to read and offers a very nuanced view of the state of AI. Its great to read a book like this after the successful of "Superintelligence" earlier. This book present a real contrast to that work and to other works which really hype the promise and potential of AI.
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- Tony Yunnie
- 05-14-21
Excellent
I have read / listened too many books on AI. This is the first that provided such a clear understanding of the difference between narrow and general AI and why moving from narrow to general AI is far from a slam dunk The book provides many useful examples. It also provides a possible route map to general AI. I thoroughly enjoyed listening, great.
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- Kurt Bunker
- 06-15-22
Great Epilogue
Moving towards AI with values & common sense… maybe a few more sprinkles. Great piece of research.
Cheers
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- Sinustrunz
- 06-06-23
Insightful
There are many things I still don’t understand about AI. This book helps answer a lot of questions that we may have regarding the topic.
The story is very well written, and couldn’t have come at a better time!
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- Francis
- 02-08-20
A must read for anyone in NLP
After the last five years of deep learning hype in NLP, Marcus and Davis offer a refreshing and uplifting account of the real state of machine understanding and reasoning.
Full of pragmatic examples of how and why deep learning fails in NLP, it also offers different frameworks for how and where to start building actual systems that can understand.
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- CHERYL
- 10-20-19
Serious and thoughtful redirect for AI
I have been waiting for the industry to finally get critical with itself. Thanks for this thoughtful treatment of a subject that has had misleading and frothy treatment from the media, unrealistic and misguided expectation-setting from software vendors, and too little serious self examination from practitioners. The authors have set out a pretty good set of “functional requirements” for a generalized AI here. They’ve done a good job of articulating 1. Why the current data-driven deep learning cannot progress beyond simple and very narrow tasks, 2. A common sense understanding of the world is missing from these approaches 3. a conceptual faculty able to learn without 10,000 high quality labeled examples beforehand is needed; and 4. What potential corrective actions might be taken.
Importantly, they have suggested a reunification of the two divergent AI traditions is ultimately what is needed to progress and fix the current course. Additionally they implied (or I read into it) that a more trans-disciplinary approach is needed, given the stated need for understanding the functionality of the brain, not just at a biological/ chemical level, but at a fundamental metaphysical / philosophical level. They paint a but challenging road forward, but “tough love” for AI is the only hope for the field, and so I say, thank you.
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- Abdur
- 04-07-20
Cuts Through the Massive Hype Behind ML
I have gone through dozens of books on technology and AI and this book was a refreshing breath of air. It cuts through much of the hype behind machine learning and other AI techniques and helps to frame a more realistic perspective of what has been achieved and what can be achieved with existing techniques. There is a lot of healthy criticism of the current state of AI research and many practical suggestions to address existing problems.
This book is a must "read" for anyone who follows AI.
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- John
- 02-08-20
Important topic made sound sooo boring
I really tried to get through this book. It's just so boring that I strongly recommend you choose another book.
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