It has been used to expose injustice, improve health outcomes, and topple governments. But it has also been used to discriminate, police, and surveil. This potential for good, on the one hand, and harm, on the other, makes it essential to ask: Data science by whom? Data science for whom? Data science with whose interests in mind? The narratives around big data and data science are overwhelmingly white, male, and techno-heroic. In Data Feminism, Catherine D'Ignazio and Lauren Klein present a new way of thinking about data science and data ethics—one that is informed by intersectional feminist thought.Illustrating data feminism in action, D'Ignazio and Klein show how challenges to the male/female binary can help challenge other hierarchical (and empirically wrong) classification systems. They explain how, for example, an understanding of emotion can expand our ideas about effective data visualization, and how the concept of invisible labor can expose the significant human efforts required by our automated systems. And they show why the data never, ever “speak for themselves.”Data Feminism offers strategies for data scientists seeking to learn how feminism can help them work toward justice, and for feminists who want to focus their efforts on the growing field of data science. But Data Feminism is about much more than gender. It is about power, about who has it and who doesn't, and about how those differentials of power can be challenged and changed.

    Difficult issues need to be figured out, such as scalability, consistency, reliability, efficiency, and maintainability. In addition, we have an overwhelming variety of tools, including relational databases, NoSQL datastores, stream or batch processors, and message brokers. What are the right choices for your application? How do you make sense of all these buzzwords?In this practical and comprehensive guide, author Martin Kleppmann helps you navigate this diverse landscape by examining the pros and cons of various technologies for processing and storing data. Software keeps changing, but the fundamental principles remain the same. With this book, software engineers and architects will learn how to apply those ideas in practice, and how to make full use of data in modern applications. Peer under the hood of the systems you already use, and learn how to use and operate them more effectively Make informed decisions by identifying the strengths and weaknesses of different tools Navigate the trade-offs around consistency, scalability, fault tolerance, and complexity Understand the distributed systems research upon which modern databases are built Peek behind the scenes of major online services, and learn from their architectures

    He is regarded by many as the greatest manager ever, building three brilliant sides with players such as Charlton, Edwards, Law & Best. Originally written just two years before Busby's death, this book is now available with a new introduction.

    By the mid-1990s the old school grizzled traders had been replaced by a new breed of quantitative analysts, applying mathematics to the "art" of trading and making of it a science. A similar phenomenon is happening in poker. The grizzled "road gamblers" are being replaced by a new generation of players who have challenged many of the assumptions that underlie traditional approaches to the game. One of the most important features of this new approach is a reliance on quantitative analysis and the application of mathematics to the game. This book provides an introduction to quantitative techniques as applied to poker and to a branch of mathematics that is particularly applicable to poker, game theory, in a manner that makes seemingly difficult topics accessible to players without a strong mathematical background.

    For one thing, he was blessed with extraordinary talent. Those who played alongside and watched him in the Manchester United youth team in the early 1990s insist he was as good as Ryan Giggs - possibly even better. Giggs, who played on the opposite wing, says he is inclined to agree.Doherty was also an eccentric - by football standards, at least. When his colleagues went to Old Trafford to watch the first team on Saturday afternoons, he preferred to take the bus into Manchester to go busking. He wore second-hand clothes, worshipped Bob Dylan, read about theology and French existentialism and wrote songs and poems. One team-mate says "it was like having Bob Dylan in a No 7 shirt".On his 17th birthday, Doherty was offered a five-year contract - unprecedented for a United youngster at that time - and told by Alex Ferguson that he was destined for stardom. But what followed over the next decade is a tale so mysterious, so shocking, so unusual, so amusing but ultimately so tragic, that you are left wondering how on earth it has been untold for so long.The stories of Doherty's contemporaries, that group of Manchester United youngsters who became known as the "Class of '92", are well known. Giggs ended up as the most decorated player in United's history; David Beckham became the most recognisable footballer on the planet; Gary Neville, Paul Scholes and others are household names. The story you don't know is about the player who, having had the world at his feet, died the day before his 27th birthday following an accident in a canal in Holland.

    Whether you are a student, software developer, tech entrepreneur, or researcher in computer science, this authoritative and self-contained book tells you everything you need to know about the new global money for the Internet age.How do Bitcoin and its block chain actually work? How secure are your bitcoins? How anonymous are their users? Can cryptocurrencies be regulated? These are some of the many questions this book answers. It begins by tracing the history and development of Bitcoin and cryptocurrencies, and then gives the conceptual and practical foundations you need to engineer secure software that interacts with the Bitcoin network as well as to integrate ideas from Bitcoin into your own projects. Topics include decentralization, mining, the politics of Bitcoin, altcoins and the cryptocurrency ecosystem, the future of Bitcoin, and more.An essential introduction to the new technologies of digital currencyCovers the history and mechanics of Bitcoin and the block chain, security, decentralization, anonymity, politics and regulation, altcoins, and much moreFeatures an accompanying website that includes instructional videos for each chapter, homework problems, programming assignments, and lecture slidesAlso suitable for use with the authors' Coursera online courseElectronic solutions manual (available only to professors)

    For centuries they have practiced techniques that allow them to run hundreds of miles without rest and chase down anything from a deer to an Olympic marathoner while enjoying every mile of it. Their superhuman talent is matched by uncanny health and serenity, leaving the Tarahumara immune to the diseases and strife that plague modern existence. With the help of Caballo Blanco, a mysterious loner who lives among the tribe, the author was able not only to uncover the secrets of the Tarahumara but also to find his own inner ultra-athlete, as he trained for the challenge of a lifetime: a fifty-mile race through the heart of Tarahumara country pitting the tribe against an odd band of Americans, including a star ultramarathoner, a beautiful young surfer, and a barefoot wonder.With a sharp wit and wild exuberance, McDougall takes us from the high-tech science labs at Harvard to the sun-baked valleys and freezing peaks across North America, where ever-growing numbers of ultrarunners are pushing their bodies to the limit, and, finally, to the climactic race in the Copper Canyons. Born to Run is that rare book that will not only engage your mind but inspire your body when you realize that the secret to happiness is right at your feet, and that you, indeed all of us, were born to run.

    A biography of Brazilian soccer player Kaká detailing his life and career.

    Team line-ups and statistical summaries are included.

    Wade have on violent crime? Freakonomics will literally redefine the way we view the modern world.These may not sound like typical questions for an economist to ask. But Steven D. Levitt is not a typical economist. He is a much heralded scholar who studies the stuff and riddles of everyday life -- from cheating and crime to sports and child rearing -- and whose conclusions regularly turn the conventional wisdom on its head. He usually begins with a mountain of data and a simple, unasked question. Some of these questions concern life-and-death issues; others have an admittedly freakish quality. Thus the new field of study contained in this book: freakonomics.Through forceful storytelling and wry insight, Levitt and co-author Stephen J. Dubner show that economics is, at root, the study of incentives -- how people get what they want, or need, especially when other people want or need the same thing. In Freakonomics, they set out to explore the hidden side of ... well, everything. The inner workings of a crack gang. The truth about real-estate agents. The myths of campaign finance. The telltale marks of a cheating schoolteacher. The secrets of the Ku Klux Klan.What unites all these stories is a belief that the modern world, despite a surfeit of obfuscation, complication, and downright deceit, is not impenetrable, is not unknowable, and -- if the right questions are asked -- is even more intriguing than we think. All it takes is a new way of looking. Steven Levitt, through devilishly clever and clear-eyed thinking, shows how to see through all the clutter.Freakonomics establishes this unconventional premise: If morality represents how we would like the world to work, then economics represents how it actually does work. It is true that readers of this book will be armed with enough riddles and stories to last a thousand cocktail parties. But Freakonomics can provide more than that. It will literally redefine the way we view the modern world.(front flap)

    S. Ramachandran is at the forefront of his field-so much so that Richard Dawkins dubbed him the "Marco Polo of neuroscience." Now, in a major new work, Ramachandran sets his sights on the mystery of human uniqueness. Taking us to the frontiers of neurology, he reveals what baffling and extreme case studies can teach us about normal brain function and how it evolved. Synesthesia becomes a window into the brain mechanisms that make some of us more creative than others. And autism--for which Ramachandran opens a new direction for treatment--gives us a glimpse of the aspect of being human that we understand least: self-awareness. Ramachandran tackles the most exciting and controversial topics in neurology with a storyteller's eye for compelling case studies and a researcher's flair for new approaches to age-old questions. Tracing the strange links between neurology and behavior, this book unveils a wealth of clues into the deepest mysteries of the human brain.

    To understand algebra is to possess the power to grow your skills and knowledge so you can ace your courses and possibly pursue further study in math. Algebra II For Dummies is the fun and easy way to get a handle on this subject and solve even the trickiest algebra problems. This friendly guide shows you how to get up to speed on exponential functions, laws of logarithms, conic sections, matrices, and other advanced algebra concepts. In no time you'll have the tools you need to:Interpret quadratic functions Find the roots of a polynomial Reason with rational functions Expose exponential and logarithmic functions Cut up conic sections Solve linear and non linear systems of equations Equate inequalities Simplifyy complex numbers Make moves with matrices Sort out sequences and sets This straightforward guide offers plenty of multiplication tricks that only math teachers know. It also profiles special types of numbers, making it easy for you to categorize them and solve any problems without breaking a sweat. When it comes to understanding and working out algebraic equations, Algebra II For Dummies is all you need to succeed!

    Now he stands ready to revolutionize both neuroscience and computing in one stroke, with a new understanding of intelligence itself.Hawkins develops a powerful theory of how the human brain works, explaining why computers are not intelligent and how, based on this new theory, we can finally build intelligent machines.The brain is not a computer, but a memory system that stores experiences in a way that reflects the true structure of the world, remembering sequences of events and their nested relationships and making predictions based on those memories. It is this memory-prediction system that forms the basis of intelligence, perception, creativity, and even consciousness.In an engaging style that will captivate audiences from the merely curious to the professional scientist, Hawkins shows how a clear understanding of how the brain works will make it possible for us to build intelligent machines, in silicon, that will exceed our human ability in surprising ways.Written with acclaimed science writer Sandra Blakeslee, On Intelligence promises to completely transfigure the possibilities of the technology age. It is a landmark book in its scope and clarity.

    But how do you manage outrageous talent? What do you do to inspire loyalty from your players? How do you turn around a team in crisis? What’s the best way to build long-term success? How can you lead calmly under pressure? The issues are the same whether you’re managing a Premier League football team or a FTSE 100 company. Here, for the first time, some 30 of the biggest names in football management reveal just what it takes. With their every decision, remark, skill, and success or failure under constant scrutiny from the media and the fans, these managers need to be the most adroit of leaders. In The Manager they explain their methods, give examples of lessons they’ve learned along the way, and describe the decisions they make and the leadership they provide. Each chapter tackles a key leadership issue for managers in any walk of life and, in their own words, shows how the experts deal with the challenges they face in an abnormally high-pressure environment. Offering valuable lessons for business leaders and fascinating behind-the-scenes insights for football fans, The Manager is an honest, accessible and unprecedented look at the day-to-day work of these high-profile characters and the world of top-level football management.Contents: A Piece of the Action (Roy Hodgson); The Art of One-on-One (Carlo Ancelotti); Behind the Scenes (Arsène Wenger); Building High-performing Teams (Sam Allardyce); The Field of Play (Roberto Mancini); Handling Outrageous Talent (José Mourinho); Pursuing a Career Under Pressure (Brendan Rodgers); Seeing the Bigger Picture (Harry Redknapp); Creating Sustained Success (Sir Alex Ferguson); Crisis Response and Turnaround (Walter Smith); Triumph and Despair (Mick McCarthy).Also featuring: Gerard Houllier, Tony Pulis, Martin O’Neill, Neil Warnock, Howard Wilkinson, Kevin Keegan, Dario Gradi, Andre Villas-Boas, David Moyes, Alex McLeish, Hope Powell, Martin Jol, Glenn Hoddle, Chris Hughton, David Platt, Paul Ince, and George Graham.

    In the summer of 1977, entrepreneurial Warner Brothers chairman Steve Ross assembled the best soccer players from across the globe to play for the Cosmos. Pele, the German superstar Franz Beckenbauer, Johan Neeskens, Giorgio Chinaglia, Brazil's 1970 World Cup-winning captain Carlos Alberto, Werner Roth, Roberto Cabanas, and many others all donned Cosmos jerseys and became instant celebrities in the process. The Cosmos quickly became the hottest ticket in town and the Cosmos players soon became enmeshed in a world of millionaires, gangsters, groupies, glamour, power struggles, alcoholic excess, drugs, and fistfights.Published to coincide with the World Cup in June 2006, Once in a Lifetime is the thrilling story of America's first flirtation with the world's most popular game.