This guide also helps you understand the many data-mining techniques in use today.Based on an MBA course Provost has taught at New York University over the past ten years, Data Science for Business provides examples of real-world business problems to illustrate these principles. You’ll not only learn how to improve communication between business stakeholders and data scientists, but also how participate intelligently in your company’s data science projects. You’ll also discover how to think data-analytically, and fully appreciate how data science methods can support business decision-making.Understand how data science fits in your organization—and how you can use it for competitive advantageTreat data as a business asset that requires careful investment if you’re to gain real valueApproach business problems data-analytically, using the data-mining process to gather good data in the most appropriate wayLearn general concepts for actually extracting knowledge from dataApply data science principles when interviewing data science job candidates

    Humans have become subservient to algorithms. Every day brings a new Moneyball fix--a math whiz who will crack open an industry with clean fact-based analysis rather than human intuition and experience. As a result, we have stopped thinking. Machines do it for us. Christian Madsbjerg argues that our fixation with data often masks stunning deficiencies, and the risks for humankind are enormous. Blind devotion to number crunching imperils our businesses, our educations, our governments, and our life savings. Too many companies have lost touch with the humanity of their customers, while marginalizing workers with liberal arts-based skills. Contrary to popular thinking, Madsbjerg shows how many of today's biggest success stories stem not from "quant" thinking but from deep, nuanced engagement with culture, language, and history. He calls his method sensemaking. In this landmark book, Madsbjerg lays out five principles for how business leaders, entrepreneurs, and individuals can use it to solve their thorniest problems. He profiles companies using sensemaking to connect with new customers, and takes readers inside the work process of sensemaking "connoisseurs" like investor George Soros, architect Bjarke Ingels, and others. Both practical and philosophical, Sensemaking is a powerful rejoinder to corporate groupthink and an indispensable resource for leaders and innovators who want to stand out from the pack.

    This book presents a radically new answer, insisting that global society has only begun to realize its full potential. Author Howard Bloom argues that there’s a hidden mandate beneath the surface of capitalism: "It’s struggling to whisper and rumble its message to you and me. That hidden imperative can lift us from economic crisis, can make us a leader in the next-generation economy, and can dramatically upgrade our ability to empower our fellow human beings." Bloom sees crisis as opportunity, opportunity for the whole human race.In more than eighty short, fast chapters, insights appear suddenly, like the quick bursts of flashbulbs, taking the reader on a sweeping tour of human history, from the Stone Age to the present. Every chapter conveys a radically new way to see the astonishing mechanism we call "Western Civilization." Bloom marvels at how humans have turned toxic waste into food and fuel, trash into treasure, and garbage into gold. He shows how we've produced material miracles based on immaterial things—passion, persistence, and fantasy. He shows that what many regard as the end is just the beginning. The beginning of something you've never before imagined. The author explains why the secret to capitalism’s next great leap does not lie in new financial tricks, but in tapping things right under our noses in radically new ways—that is, tapping our imagination, our desire to feel useful, our desire to help others, and our desire to be recognized for contributing to the welfare of humanity. The key to next-generation capitalism lies in a big-picture view that's utterly unlike anything you've previously perceived. A big-picture view that will startle you. A big-picture view with which you can ignite the world, get a new handle on your life, and help transform society. This brilliant, inspirational work of daring ideas and breathtaking research offers more than hope. It offers unseen levels of understanding. Understanding that can literally redefine what it means to be a human being.From the Trade Paperback edition.

    With boundless erudition and in delightfully clear prose, Surowiecki ranges across fields as diverse as popular culture, psychology, ant biology, behavioral economics, artificial intelligence, military history, and politics to show how this simple idea offers important lessons for how we live our lives, select our leaders, run our companies, and think about our world.

    But as scientists break open the mind’s black box with the latest tools of neuroscience, they’re discovering that this is not how the mind works. Our best decisions are a finely tuned blend of both feeling and reason—and the precise mix depends on the situation. When buying a house, for example, it’s best to let our unconscious mull over the many variables. But when we’re picking a stock, intuition often leads us astray. The trick is to determine when to use the different parts of the brain, and to do this, we need to think harder (and smarter) about how we think.Jonah Lehrer arms us with the tools we need, drawing on cutting-edge research as well as the real-world experiences of a wide range of “deciders”—from airplane pilots and hedge fund investors to serial killers and poker players.Lehrer shows how people are taking advantage of the new science to make better television shows, win more football games, and improve military intelligence. His goal is to answer two questions that are of interest to just about anyone, from CEOs to firefighters: How does the human mind make decisions? And how can we make those decisions better?

    The data compiled and portraits created are incredibly detailed, to the point of being invasive. But who connects the dots about what firms are doing with this information? The Black Box Society argues that we all need to be able to do so--and to set limits on how big data affects our lives.Hidden algorithms can make (or ruin) reputations, decide the destiny of entrepreneurs, or even devastate an entire economy. Shrouded in secrecy and complexity, decisions at major Silicon Valley and Wall Street firms were long assumed to be neutral and technical. But leaks, whistleblowers, and legal disputes have shed new light on automated judgment. Self-serving and reckless behavior is surprisingly common, and easy to hide in code protected by legal and real secrecy. Even after billions of dollars of fines have been levied, underfunded regulators may have only scratched the surface of this troubling behavior.Frank Pasquale exposes how powerful interests abuse secrecy for profit and explains ways to rein them in. Demanding transparency is only the first step. An intelligible society would assure that key decisions of its most important firms are fair, nondiscriminatory, and open to criticism. Silicon Valley and Wall Street need to accept as much accountability as they impose on others.

    The story of information begins in a time profoundly unlike our own, when every thought and utterance vanishes as soon as it is born. From the invention of scripts and alphabets to the long-misunderstood talking drums of Africa, Gleick tells the story of information technologies that changed the very nature of human consciousness. He provides portraits of the key figures contributing to the inexorable development of our modern understanding of information: Charles Babbage, the idiosyncratic inventor of the first great mechanical computer; Ada Byron, the brilliant and doomed daughter of the poet, who became the first true programmer; pivotal figures like Samuel Morse and Alan Turing; and Claude Shannon, the creator of information theory itself. And then the information age arrives. Citizens of this world become experts willy-nilly: aficionados of bits and bytes. And we sometimes feel we are drowning, swept by a deluge of signs and signals, news and images, blogs and tweets. The Information is the story of how we got here and where we are heading.

    Like all of the most interesting futurists, Sterling isn t just talking about machines and biochemistry: what he really cares about are the interstices of technology with culture and human history. -Kurt Andersen, author of Turn of the Century Visionary author Bruce Sterling views the future like no other writer. In his first nonfiction book since his classic The Hacker Crackdown, Sterling describes the world our children might be living in over the next fifty years and what to expect next in culture, geopolitics, and business. Time calls Bruce Sterling one of America s best-known science fiction writers and perhaps the sharpest observer of our media-choked culture working today in any genre. Tomorrow Now is, as Sterling wryly describes it, an ambitious, sprawling effort in thundering futurist punditry, in the pulsing vein of the futurists I ve read and admired over the years: H. G. Wells, Arthur C. Clarke, and Alvin Toffler; Lewis Mumford, Reyner Banham, Peter Drucker, and Michael Dertouzos. This book asks the future two questions: What does it mean? and How does it feel? Taking a cue from one of William Shakespeare s greatest soliloquies, Sterling devotes one chapter to each of the seven stages of humanity: birth, school, love, war, politics, business, and old age. As our children progress through Sterling s Shakespearean life cycle, they will encounter new products; new weapons; new crimes; new moral conundrums, such as cloning and genetic alteration; and new political movements, which will augur the way wars of the future will be fought. Here are some of the author s predictions: Human clone babies will grow into the bitterest and surliest adolescents ever. Microbes will be more important than the family farm. Consumer items will look more and more like cuddly, squeezable pets. Tomorrow s kids will learn more from randomly clicking the Internet than they ever will from their textbooks. Enemy governments will be nice to you and will badly want your tourist money, but global outlaws will scheme to kill you, loudly and publicly, on their Jihad TVs. The future of politics is blandness punctuated with insanity. The future of activism belongs to a sophisticated, urbane global network that can make money the Disney World version of Al Qaeda. Tomorrow Now will change the way you think about the future and our place in it."

    This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree- based methods, support vector machines, clustering, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform. Two of the authors co-wrote The Elements of Statistical Learning (Hastie, Tibshirani and Friedman, 2nd edition 2009), a popular reference book for statistics and machine learning researchers. An Introduction to Statistical Learning covers many of the same topics, but at a level accessible to a much broader audience. This book is targeted at statisticians and non-statisticians alike who wish to use cutting-edge statistical learning techniques to analyze their data. The text assumes only a previous course in linear regression and no knowledge of matrix algebra.

    Greer fans will recognize many of the book's passages from previous essays, but will be delighted to see them fleshed out here with additional examples and analysis.The Long Descent is one of the most highly anticipated peak oil books of the year, and it lives up to every ounce of hype. Greer is a captivating, brilliantly inventive writer with a deep knowledge of history, an impressive amount of mechanical savvy, a flair for storytelling and a gift for drawing art analogies. His new book presents an astonishing view of our society's past, present and future trajectory--one that is unmatched in its breadth and depth. Reviewed by Frank KaminskiWired.com—  The Long Descent is a welcome antidote to the armageddonism that often accompanies peak oil discussions. "The decline of a civilization is rarely anything like so sudden for those who live through it" writes Greer, encouragingly; it's "a much slower and more complex transformation than the sudden catastrophes imagined by many soical critics today."The changes that will follow the decline of world petroleum production are likely to be sweeping and global, Greer concludes, but from the perspective of those who live through them these changes are much more likely to take gradual and local forms. Reviewed by Bruce SterlingAmericans are expressing deep concern about US dependence on petroleum, rising energy prices, and the threat of climate change. Unlike the energy crisis of the 1970s, however, there is a lurking fear that now the times are different and the crisis may not easily be resolved.The Long Descent examines the basis of such fear through three core themes:• Industrial society is following the same well-worn path that has led other civilizations into decline, a path involving a much slower and more complex transformation than the sudden catastrophes imagined by so many social critics today.• The roots of the crisis lie in the cultural stories that shape the way we understand the world. Since problems cannot be solved with the same thinking that created them, these ways of thinking need to be replaced with others better suited to the needs of our time.• It is too late for massive programs for top-down change; the change must come from individuals.Hope exists in actions that range from taking up a handicraft or adopting an “obsolete” technology, through planting an organic vegetable garden, taking charge of your own health care or spirituality, and building community.Focusing eloquently on constructive adaptation to massive change, this book will have wide appeal.John Michael Greer is a certified Master Conserver, organic gardener, and scholar of ecological history. The current Grand Archdruid of the Ancient Order of Druids in America (AODA), his widely-cited blog, The Archdruid Report (thearchdruidreport.blogspot.com) deals with peak oil, among other issues. He lives in Ashland, Oregon.

    A 15-hour workweek. Open borders. Does it sound too good to be true? One of Europe's leading young thinkers shows how we can build an ideal world today. "A more politically radical Malcolm Gladwell."—The New York Times After working all day at jobs we often dislike, we buy things we don't need. Rutger Bregman, a Dutch historian, reminds us it needn't be this way—and in some places it isn't. Rutger Bregman's TED Talk about universal basic income seemed impossibly radical when he delivered it in 2014. A quarter of a million views later, the subject of that video is being seriously considered by leading economists and government leaders the world over. It's just one of the many utopian ideas that Bregman proves is possible today. Utopia for Realists is one of those rare books that takes you by surprise and challenges what you think can happen. From a Canadian city that once completely eradicated poverty, to Richard Nixon's near implementation of a basic income for millions of Americans, Bregman takes us on a journey through history, and beyond the traditional left-right divides, as he champions ideas whose time have come. Every progressive milestone of civilization—from the end of slavery to the beginning of democracy—was once considered a utopian fantasy. Bregman's book, both challenging and bracing, demonstrates that new utopian ideas, like the elimination of poverty and the creation of the fifteen-hour workweek, can become a reality in our lifetime. Being unrealistic and unreasonable can in fact make the impossible inevitable, and it is the only way to build the ideal world.

    

    Wolfram lets the world see his work in A New Kind of Science, a gorgeous, 1,280-page tome more than a decade in the making. With patience, insight, and self-confidence to spare, Wolfram outlines a fundamental new way of modeling complex systems. On the frontier of complexity science since he was a boy, Wolfram is a champion of cellular automata--256 "programs" governed by simple nonmathematical rules. He points out that even the most complex equations fail to accurately model biological systems, but the simplest cellular automata can produce results straight out of nature--tree branches, stream eddies, and leopard spots, for instance. The graphics in A New Kind of Science show striking resemblance to the patterns we see in nature every day. Wolfram wrote the book in a distinct style meant to make it easy to read, even for nontechies; a basic familiarity with logic is helpful but not essential. Readers will find themselves swept away by the elegant simplicity of Wolfram's ideas and the accidental artistry of the cellular automaton models. Whether or not Wolfram's revolution ultimately gives us the keys to the universe, his new science is absolutely awe-inspiring. --Therese Littleton

    With blazing originality, The Fourth Turning illuminates the past, explains the present, and reimagines the future. Most remarkably, it offers an utterly persuasive prophecy about how America's past will predict its future.Strauss and Howe base this vision on a provocative theory of American history. The authors look back five hundred years and uncover a distinct pattern: Modern history moves in cycles, each one lasting about the length of a long human life, each composed of four eras--or turnings--that last about twenty years and that always arrive in the same order. In The Fourth Turning, the authors illustrate these cycles using a brilliant analysis of the post-World War II period.First comes a High, a period of confident expansion as a new order takes root after the old has been swept away. Next comes an Awakening, a time of spiritual exploration and rebellion against the now-established order. Then comes an Unraveling, an increasingly troubled era in which individualism triumphs over crumbling institutions. Last comes a Crisis--the Fourth Turning--when society passes through a great and perilous gate in history. Together, the four turnings comprise history's seasonal rhythm of growth, maturation, entropy, and rebirth.The Fourth Turning offers bold predictions about how all of us can prepare, individually and collectively, for America's next rendezvous with destiny.

    Believers from Beijing to Buenos Aires see the potential for a financial system free from banks and governments. More than just a tech industry fad, Bitcoin has threatened to decentralize some of society’s most basic institutions.An unusual tale of group invention, Digital Gold charts the rise of the Bitcoin technology through the eyes of the movement’s colorful central characters, including an Argentinian millionaire, a Chinese entrepreneur, Tyler and Cameron Winklevoss, and Bitcoin’s elusive creator, Satoshi Nakamoto. Already, Bitcoin has led to untold riches for some, and prison terms for others.