Rather than a "how to" for hands-on techies, the book entices lay-readers and experts alike by covering new case studies and the latest state-of-the-art techniques.You have been predicted — by companies, governments, law enforcement, hospitals, and universities. Their computers say, "I knew you were going to do that!" These institutions are seizing upon the power to predict whether you're going to click, buy, lie, or die.Why? For good reason: predicting human behavior combats financial risk, fortifies healthcare, conquers spam, toughens crime fighting, and boosts sales.How? Prediction is powered by the world's most potent, booming unnatural resource: data. Accumulated in large part as the by-product of routine tasks, data is the unsalted, flavorless residue deposited en masse as organizations churn away. Surprise! This heap of refuse is a gold mine. Big data embodies an extraordinary wealth of experience from which to learn.Predictive analytics unleashes the power of data. With this technology, the computer literally learns from data how to predict the future behavior of individuals. Perfect prediction is not possible, but putting odds on the future — lifting a bit of the fog off our hazy view of tomorrow — means pay dirt.In this rich, entertaining primer, former Columbia University professor and Predictive Analytics World founder Eric Siegel reveals the power and perils of prediction: -What type of mortgage risk Chase Bank predicted before the recession. -Predicting which people will drop out of school, cancel a subscription, or get divorced before they are even aware of it themselves. -Why early retirement decreases life expectancy and vegetarians miss fewer flights. -Five reasons why organizations predict death, including one health insurance company. -How U.S. Bank, European wireless carrier Telenor, and Obama's 2012 campaign calculated the way to most strongly influence each individual. -How IBM's Watson computer used predictive modeling to answer questions and beat the human champs on TV's Jeopardy! -How companies ascertain untold, private truths — how Target figures out you're pregnant and Hewlett-Packard deduces you're about to quit your job. -How judges and parole boards rely on crime-predicting computers to decide who stays in prison and who goes free. -What's predicted by the BBC, Citibank, ConEd, Facebook, Ford, Google, IBM, the IRS, Match.com, MTV, Netflix, Pandora, PayPal, Pfizer, and Wikipedia. A truly omnipresent science, predictive analytics affects everyone, every day. Although largely unseen, it drives millions of decisions, determining whom to call, mail, investigate, incarcerate, set up on a date, or medicate.Predictive analytics transcends human perception. This book's final chapter answers the riddle: What often happens to you that cannot be witnessed, and that you can't even be sure has happened afterward — but that can be predicted in advance?Whether you are a consumer of it — or consumed by it — get a handle on the power of Predictive Analytics.

    But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep learning applications.Authors Jeremy Howard and Sylvain Gugger show you how to train a model on a wide range of tasks using fastai and PyTorch. You'll also dive progressively further into deep learning theory to gain a complete understanding of the algorithms behind the scenes.Train models in computer vision, natural language processing, tabular data, and collaborative filteringLearn the latest deep learning techniques that matter most in practiceImprove accuracy, speed, and reliability by understanding how deep learning models workDiscover how to turn your models into web applicationsImplement deep learning algorithms from scratchConsider the ethical implications of your work

    But it was C. P. Snow's Rede lecture of 1959 that brought it to prominence and began a public debate that is still raging in the media today. This 50th anniversary printing of The Two Cultures and its successor piece, A Second Look (in which Snow responded to the controversy four years later) features an introduction by Stefan Collini, charting the history and context of the debate, its implications and its afterlife. The importance of science and technology in policy run largely by non-scientists, the future for education and research, and the problem of fragmentation threatening hopes for a common culture are just some of the subjects discussed.

    But are you using it to “out-think” your rivals? If not, you may be missing out on a potent competitive tool.In Competing on Analytics: The New Science of Winning, Thomas H. Davenport and Jeanne G. Harris argue that the frontier for using data to make decisions has shifted dramatically. Certain high-performing enterprises are now building their competitive strategies around data-driven insights that in turn generate impressive business results. Their secret weapon? Analytics: sophisticated quantitative and statistical analysis and predictive modeling.Exemplars of analytics are using new tools to identify their most profitable customers and offer them the right price, to accelerate product innovation, to optimize supply chains, and to identify the true drivers of financial performance. A wealth of examples—from organizations as diverse as Amazon, Barclay’s, Capital One, Harrah’s, Procter & Gamble, Wachovia, and the Boston Red Sox—illuminate how to leverage the power of analytics.

    Darrell Huff runs the gamut of every popularly used type of statistic, probes such things as the sample study, the tabulation method, the interview technique, or the way the results are derived from the figures, and points up the countless number of dodges which are used to fool rather than to inform.

    Works such as The Gutenberg Galaxy, The Mechanical Bride , From Cliche to Archetype , and Understanding Media have established his reputation throughout the world and have profoundly influenced our understanding of contemporary communication. In his later years McLuhan was working on a 'unified field' theory of human culture, an effort in which he collaborated with and was assisted by his son, Eric McLuhan. This book is the result of that collaboration. The McLuhans are retrieving another way of understanding our world, a way known to some ancient Greeks (but not Aristotle), to medieval thinkers, to Francis Bacon and Giambattista Vico, and to T.S. Eliot and James Joyce in this century. It is based on the use of words and the conseuqent power of the 'logos' to shape all the elements of culture - media - with which we surround ourselves. The authors explain how the invention of the alphabet led to the dominance of visual-space conceptualizations over those of acoustic space and its creative words (and word-plays). They consider the differences between the left- and right-hand sides of our brains, and use Gestalt theories of figure and ground to explore the underlying principles that define media. 'Media, ' the word so closely connected with Marshall McLuhan's thought, is here explored in its broadest meaning, encompassing all that has been created by humans: artefacts, information, ideas - every example of human innovation, from computer program to a tea cup, from musical arrangement to the formula for a cold remedy, from an X-ray machine to the sentence you're reading right now. All these are media to whcih can be applied the laws the McLuhans have developed. The laws are based on a set of four questions - a tetrad - that can be applied to any artefact or idea: What does it enhance or intensify? What does it render obsolete or displace? What does it retrieve that was previoulsy obsolesced? What does it produce or become when pressed to an extreme? Inherent in every human innovation is an answer to each of the questions of this tetrad; anything that does not contain answers to these four questions is not the product of human creation. The laws identified by the McLuhans consitute a new scientific basis for media studies, testable, and able to allow for prediction. It takes in all human activities and speech; it breaks down barriers and reconsiders them as mere intervals. In the McLuhan tradition, this New Science offers a while new understanding of human creation, and a vision that could reshape our future.

    The stakes could not be higher: a global architecture of behavior modification threatens human nature in the twenty-first century just as industrial capitalism disfigured the natural world in the twentieth.Zuboff vividly brings to life the consequences as surveillance capitalism advances from Silicon Valley into every economic sector. Vast wealth and power are accumulated in ominous new "behavioral futures markets," where predictions about our behavior are bought and sold, and the production of goods and services is subordinated to a new "means of behavioral modification."The threat has shifted from a totalitarian Big Brother state to a ubiquitous digital architecture: a "Big Other" operating in the interests of surveillance capital. Here is the crucible of an unprecedented form of power marked by extreme concentrations of knowledge and free from democratic oversight. Zuboff's comprehensive and moving analysis lays bare the threats to twenty-first century society: a controlled "hive" of total connection that seduces with promises of total certainty for maximum profit--at the expense of democracy, freedom, and our human future.With little resistance from law or society, surveillance capitalism is on the verge of dominating the social order and shaping the digital future--if we let it.Table of contentsINTRODUCTION1. Home or exile in the digital futureI. THE FOUNDATIONS OF SURVEILLANCE CAPITALISM2. August 9, 2011: Setting the stage for Surveillance Capitalism3. The discovery of behavioral surplus4. The moat around the castle5. The elaboration of Surveillance Capitalism: Kidnap, corner, compete6. Hijacked: The division of learning in societyII. THE ADVANCE OF SURVEILLANCE CAPITALISM7. The reality business8. Rendition: From experience to data9. Rendition from the depths10. Make them dance11. The right to the future tenseIII. INSTRUMENTARIAN POWER FOR A THIRD MODERNITY12. Two species of power13. Big Other and the rise of instrumentarian power14. A utopia of certainty15, The instrumentarian collective16. Of life in the hive17. The right to sanctuaryCONCLUSION18. A coup from aboveAcknowledgementsAbout the authorDetailed table of contentsNotesIndex

    Join Curtis White on a crusade against tedium as he takes on this bland, no-thinking-required product' that passes for culture in America and that we've signed up and paid for in full too. It's not about high- or low-brow, it's about a mainstream consensus that pleases everyone but moves, challenges or shocks no one: from the Hollywood machine to cultural theory equating Madonna with Milton, from free market ideology to TV arts programmes, New Age self-help and Oprah's Book Club. This is a book for anyone who thinks culture should be a force for change, not just something to acquire and consume; who wants to reclaim the destabilizing power of the imagination and start thinking for themselves.

    Your online and in-store purchasing patterns are recorded, and reveal if you're unemployed, sick, or pregnant. Your e-mails and texts expose your intimate and casual friends. Google knows what you’re thinking because it saves your private searches. Facebook can determine your sexual orientation without you ever mentioning it.The powers that surveil us do more than simply store this information. Corporations use surveillance to manipulate not only the news articles and advertisements we each see, but also the prices we’re offered. Governments use surveillance to discriminate, censor, chill free speech, and put people in danger worldwide. And both sides share this information with each other or, even worse, lose it to cybercriminals in huge data breaches.Much of this is voluntary: we cooperate with corporate surveillance because it promises us convenience, and we submit to government surveillance because it promises us protection. The result is a mass surveillance society of our own making. But have we given up more than we’ve gained? In Data and Goliath, security expert Bruce Schneier offers another path, one that values both security and privacy. He brings his bestseller up-to-date with a new preface covering the latest developments, and then shows us exactly what we can do to reform government surveillance programs, shake up surveillance-based business models, and protect our individual privacy. You'll never look at your phone, your computer, your credit cards, or even your car in the same way again.

    Fisher searches for the traces of these lost futures in the work of David Peace, John Le Carré, Christopher Nolan, Joy Division, Burial and many others.

    In her examination of the cultural forms to which these affects give rise, Sianne Ngai suggests that these minor and more politically ambiguous feelings become all the more suited for diagnosing the character of late modernity.Along with her inquiry into the aesthetics of unprestigious negative affects such as irritation, envy, and disgust, Ngai examines a racialized affect called “animatedness,” and a paradoxical synthesis of shock and boredom called “stuplimity.” She explores the politically equivocal work of these affective concepts in the cultural contexts where they seem most at stake, from academic feminist debates to the Harlem Renaissance, from late-twentieth-century American poetry to Hollywood film and network television. Through readings of Herman Melville, Nella Larsen, Sigmund Freud, Alfred Hitchcock, Gertrude Stein, Ralph Ellison, John Yau, and Bruce Andrews, among others, Ngai shows how art turns to ugly feelings as a site for interrogating its own suspended agency in the affirmative culture of a market society, where art is tolerated as essentially unthreatening.Ngai mobilizes the aesthetics of ugly feelings to investigate not only ideological and representational dilemmas in literature—with a particular focus on those inflected by gender and race—but also blind spots in contemporary literary and cultural criticism. Her work maps a major intersection of literary studies, media and cultural studies, feminist studies, and aesthetic theory.

    The last decade's spate of superstorms, wildfires, heat waves, and droughts has accelerated the public discourse on this topic and lent credence to climatologist Lonnie Thomson's 2010 statement that climate change represents a clear and present danger to civilization. In June 2015, the Pope declared that action on climate change is a moral issue.This book offers the most up-to-date examination of climate change's foundational science, its implications for our future, and the core clean energy solutions. Alongside detailed but highly accessible descriptions of what is causing climate change, this entry in the What Everyone Needs to Know series answers questions about the practical implications of this growing force on our world:- How will climate change impact you and your family in the coming decades?- What are the future implications for owners of coastal property? - Should you plan on retiring in South Florida or the U.S. Southwest or Southern Europe? - What occupations and fields of study will be most in demand in a globally warmed world? - What impact will climate change have on investments and the global economy?As the world struggles to stem climate change and its effects, everyone will become a part of this story of the century. Here is what you need to know.

    We have Mindstorms to thank for that. In this book, pioneering computer scientist Seymour Papert uses the invention of LOGO, the first child-friendly programming language, to make the case for the value of teaching children with computers. Papert argues that children are more than capable of mastering computers, and that teaching computational processes like de-bugging in the classroom can change the way we learn everything else. He also shows that schools saturated with technology can actually improve socialization and interaction among students and between students and teachers.

    Boorstin’s prophetic vision of an America inundated by its own illusions has become an essential resource for any reader who wants to distinguish the manifold deceptions of our culture from its few enduring truths.Cover design by Matt Dorfman.

    In this widely acclaimed work, Benedict Anderson examines the creation and global spread of the 'imagined communities' of nationality.Anderson explores the processes that created these communities: the territorialization of religious faiths, the decline of antique kingship, the interaction between capitalism and print, the development of vernacular languages-of-state, and changing conceptions of time. He shows how an originary nationalism born in the Americas was modularly adopted by popular movements in Europe, by the imperialist powers, and by the anti-imperialist resistances in Asia and Africa.This revised edition includes two new chapters, one of which discusses the complex role of the colonialist state's mindset in the develpment of Third World nationalism, while the other analyses the processes by which, all over the world, nations came to imagine themselves as old.