We nevertheless muddle through even in the absence of theories of how to act. But how do we do it?In Probably Approximately Correct, computer scientist Leslie Valiant presents a masterful synthesis of learning and evolution to show how both individually and collectively we not only survive, but prosper in a world as complex as our own. The key is “probably approximately correct” algorithms, a concept Valiant developed to explain how effective behavior can be learned. The model shows that pragmatically coping with a problem can provide a satisfactory solution in the absence of any theory of the problem. After all, finding a mate does not require a theory of mating. Valiant’s theory reveals the shared computational nature of evolution and learning, and sheds light on perennial questions such as nature versus nurture and the limits of artificial intelligence.Offering a powerful and elegant model that encompasses life’s complexity, Probably Approximately Correct has profound implications for how we think about behavior, cognition, biological evolution, and the possibilities and limits of human and machine intelligence.

    In 'how brains think' a leading neurophysiologist - drawing on anthropology, evolutionary biology, linguistics and the neurosciences - argues that consciousness is a result of evolution.

    Some singularity theorists predict that if the field of artificial intelligence (AI) continues to develop at its current dizzying rate, the singularity could come about in the middle of the present century. Murray Shanahan offers an introduction to the idea of the singularity and considers the ramifications of such a potentially seismic event. Shanahan's aim is not to make predictions but rather to investigate a range of scenarios. Whether we believe that singularity is near or far, likely or impossible, apocalypse or utopia, the very idea raises crucial philosophical and pragmatic questions, forcing us to think seriously about what we want as a species. Shanahan describes technological advances in AI, both biologically inspired and engineered from scratch. Once human-level AI -- theoretically possible, but difficult to accomplish -- has been achieved, he explains, the transition to superintelligent AI could be very rapid. Shanahan considers what the existence of superintelligent machines could mean for such matters as personhood, responsibility, rights, and identity. Some superhuman AI agents might be created to benefit humankind; some might go rogue. (Is Siri the template, or HAL?) The singularity presents both an existential threat to humanity and an existential opportunity for humanity to transcend its limitations. Shanahan makes it clear that we need to imagine both possibilities if we want to bring about the better outcome.

    Another is composing classical music. Labs are creating life-forms from synthetic DNA. A doctor designs an artificial trachea, uses a 3D printer to produce it, and implants it and saves a child's life. Astonishing technological advances like these are arriving in increasing numbers. Scholar and entrepreneur Vivek Wadhwa uses this book to alert us to dozens of them and raise important questions about what they may mean for us. Breakthroughs such as personalized genomics, self-driving vehicles, drones, and artificial intelligence could make our lives healthier, safer, and easier. But the same technologies raise the specter of a frightening, alienating future: eugenics, a jobless economy, complete loss of privacy, and ever-worsening economic inequality. As Wadhwa puts it, our choices will determine if our future is Star Trek or Mad Max. Wadhwa offers us three questions to ask about every emerging technology: Does it have the potential to benefit everyone equally? What are its risks and rewards? And does it promote autonomy or dependence? Looking at a broad array of advances in this light, he emphasizes that the future is up to us to create--that even if our hands are not on the wheel, we will decide the driverless car's destination.ContentsPreface IntroductionPART ONE: The Here and Now1. A bitter taste of dystopia2. Welcome to Moore’s world3. How change will affect us personally and why choices matter4. If change is always the answer, what are the questions?PART TWO: Does the technology have the potential to benefit everyone equally?5. The amazing and scary rise of Artificial Intelligence6. Remaking education with avatars and A.I.7. We are becoming data; our doctors, softwarePART THREE: What are the risks and the rewards?8. Robotics and Biology: The inevitable merging of man and machine9. Security and privacy in an era of ubiquitous connectivity10. The drones are coming11. Designer genes, the bacteria in our guts, and precision medicinePART FOUR: Does the technology foster autonomy or dependency?12. Your own private driver: Self-driving cars, trucks, and planes13. When your scale talks to your refrigerator: The Internet of Things14. The future of your body is electric15. Almost free energy and foodConclusion: So will it be Star Trek or Mad Max?NotesAcknowledgmentsIndexAbout the authors

    It is likely to greatly increase our aggregate wealth, but it will also upend our labor markets, reshuffle our social order, and strain our private and public institutions. Eventually it may alter how we see our place in the universe, as machines pursue goals independent of their creators and outperform us in domains previously believed to be the sole dominion of humans. Whether we regard them as conscious or unwitting, revere them as a new form of life or dismiss them as mere clever appliances, is beside the point. They are likely to play an increasingly critical and intimate role in many aspects of our lives.The emergence of systems capable of independent reasoning and action raises serious questions about just whose interests they are permitted to serve, and what limits our society should place on their creation and use. Deep ethical questions that have bedeviled philosophers for ages will suddenly arrive on the steps of our courthouses. Can a machine be held accountable for its actions? Should intelligent systems enjoy independent rights and responsibilities, or are they simple property? Who should be held responsible when a self-driving car kills a pedestrian? Can your personal robot hold your place in line, or be compelled to testify against you? If it turns out to be possible to upload your mind into a machine, is that still you? The answers may surprise you.

    Whether you’re deciding which smart phone to purchase or which politician to believe, you think you are a rational being whose every decision is based on cool, detached logic, but here’s the truth: You are not so smart. You’re just as deluded as the rest of us--but that’s okay, because being deluded is part of being human. Growing out of David McRaney’s popular blog, You Are Not So Smart reveals that every decision we make, every thought we contemplate, and every emotion we feel comes with a story we tell ourselves to explain them, but often these stories aren’t true. Each short chapter--covering topics such as Learned Helplessness, Selling Out, and the Illusion of Transparency--is like a psychology course with all the boring parts taken out.Bringing together popular science and psychology with humor and wit, You Are Not So Smart is a celebration of our irrational, thoroughly human behavior.

    It is something we do. In Action in Perception, Noë argues that perception and perceptual consciousness depend on capacities for action and thought--that perception is a kind of thoughtful activity. Touch, not vision, should be our model for perception. Perception is not a process in the brain, but a kind of skillful activity of the body as a whole. We enact our perceptual experience. To perceive, according to this enactive approach to perception, is not merely to have sensations; it is to have sensations that we understand. In Action in Perception, Noë investigates the forms this understanding can take. He begins by arguing, on both phenomenological and empirical grounds, that the content of perception is not like the content of a picture; the world is not given to consciousness all at once but is gained gradually by active inquiry and exploration. Noë then argues that perceptual experience acquires content thanks to our possession and exercise of practical bodily knowledge, and examines, among other topics, the problems posed by spatial content and the experience of color. He considers the perspectival aspect of the representational content of experience and assesses the place of thought and understanding in experience. Finally, he explores the implications of the enactive approach for our understanding of the neuroscience of perception.

    Lives were mangled. Fortunes were made. All for your pleasure. Follow writer and narrator Jon Ronson as he uncovers our web of desire.

    Pulitzer prize-winning New York Times science writer John Markoff argues that we must decide to design ourselves into our future, or risk being excluded from it altogether.In the past decade, Google introduced us to driverless cars; Apple debuted Siri, a personal assistant that we keep in our pockets; and an Internet of Things connected the smaller tasks of everyday life to the farthest reaches of the Web. Robots have become an integral part of society on the battlefield and the road; in business, education, and health care. Cheap sensors and powerful computers will ensure that in the coming years, these robots will act on their own. This new era offers the promise of immensely powerful machines, but it also reframes a question first raised more than half a century ago, when the intelligent machine was born. Will we control these systems, or will they control us?In Machines of Loving Grace, John Markoff offers a sweeping history of the complicated and evolving relationship between humans and computers. In recent years, the pace of technological change has accelerated dramatically, posing an ethical quandary. If humans delegate decisions to machines, who will be responsible for the consequences? As Markoff chronicles the history of automation, from the birth of the artificial intelligence and intelligence augmentation communities in the 1950s and 1960s, to the modern-day brain trusts at Google and Apple in Silicon Valley, and on to the expanding robotics economy around Boston, he traces the different ways developers have addressed this fundamental problem and urges them to carefully consider the consequences of their work. We are on the brink of the next stage of the computer revolution, Markoff argues, and robots will profoundly transform modern life. Yet it remains for us to determine whether this new world will be a utopia. Moreover, it is now incumbent upon the designers of these robots to draw a bright line between what is human and what is machine.After nearly forty years covering the tech industry, Markoff offers an unmatched perspective on the most drastic technology-driven societal shifts since the introduction of the Internet. Machines of Loving Grace draws on an extensive array of research and interviews to present an eye-opening history of one of the most pressing questions of our time, and urges us to remember that we still have the opportunity to design ourselves into the future—before it's too late.

    Vividly bringing to life the latest scientific research in psychology, cognitive neuroscience, philosophy, and behavioral economics, Gilbert reveals what scientists have discovered about the uniquely human ability to imagine the future, and about our capacity to predict how much we will like it when we get there. With penetrating insight and sparkling prose, Gilbert explains why we seem to know so little about the hearts and minds of the people we are about to become.

    Her twenty- five-year career conducting experiments that involve rats has led her to a surprising conclusion: Through their adaptive strategies and good habits, these unassuming little animals can teach us some essential lessons about how we, as humans, can lead successful lives. From emotional resilience and a strong work ethic to effective parenting and staying healthy, the lab rat is an unlikely but powerful role model for us all. This is a surprising and engaging guided tour into the sophisticated mental, emotional, and behavioral worlds of these frequently maligned and often misunderstood little creatures.

    Global animal agriculture is responsible for deforestation, soil erosion, and global-warming gases. It also depends on the slaughter of more than 60 billion animals per year.But a band of doctors, scientists, activists, and entrepreneurs have been racing to end animal agriculture as we know it, hoping to fulfill a dream of creating meat without ever having to kill an animal. In the laboratories of Silicon Valley companies, Dutch universities, and Israeli startups, scientists are growing burgers and steaks from microscopic animal cells and inventing systems to do so at scale--allowing us to feed the world without slaughter and environmental devastation.Drawing from exclusive and unprecedented access to the main players, from polarizing activist-turned-tech CEO Josh Tetrick to lobbyists and regulators on both sides of the issue, Billion Dollar Burger follows the people fighting to upend our food system as they butt up against the entrenched interests fighting viciously to stop them.

    A director in theoretical neuroscience introduces readers to the latest findings in the science of decision-making, offering an accessible discussion of the origins of aesthetic choices, ethical behavior, financial decisions, and more, in an account that also connects behavioral science to mental illness and addiction.

    In fact, our thoughts can either limit us to what we believe we can do or release us to experience abilities well beyond our expectations. When we choose a mindset that extends our abilities rather than placing limits on ourselves, we will experience greater intellectual satisfaction, emotional control, and physical health. The only question is . . . how?Backed by up-to-date scientific research and biblical insight, Dr. Caroline Leaf empowers readers to take control of their thoughts in order to take control of their lives. In this practical book, readers will learn to use- The 5-step Switch on Your Brain Learning Program, to build memory and learn effectively- The Gift Profile, to discover the unique way they process information- The Mindfulness Guide, to optimize their thought life and find their inner resilienceDr. Leaf shows readers how to combine these powerful tools in order to improve memory, learning, cognitive and intellectual performance, work performance, physical performance, relationships, emotional health, and most importantly a meaningful life well lived.Each of us has significant psychological resources at our fingertips that we can use in order to improve our overall well-being. Dr. Leaf shows us how to harness those resources to unlock our hidden potential.

    “Forget everything you think you know about genes, talent, and intelligence,” he writes. “In recent years, a mountain of scientific evidence has emerged suggesting a completely new paradigm: not talent scarcity, but latent talent abundance.” Integrating cutting-edge research from a wide swath of disciplines—cognitive science, genetics, biology, child development—Shenk offers a highly optimistic new view of human potential. The problem isn't our inadequate genetic assets, but our inability, so far, to tap into what we already have. IQ testing and widespread acceptance of “innate” abilities have created an unnecessarily pessimistic view of humanity—and fostered much misdirected public policy, especially in education. The truth is much more exciting. Genes are not a “blueprint” that bless some with greatness and doom most of us to mediocrity or worse. Rather our individual destinies are a product of the complex interplay between genes and outside stimuli-a dynamic that we, as people and as parents, can influence. This is a revolutionary and optimistic message. We are not prisoners of our DNA. We all have the potential for greatness.