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

    This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python.You'll work with a case study throughout the book to help you learn the entire data analysis process—from collecting data and generating statistics to identifying patterns and testing hypotheses. Along the way, you'll become familiar with distributions, the rules of probability, visualization, and many other tools and concepts.Develop your understanding of probability and statistics by writing and testing codeRun experiments to test statistical behavior, such as generating samples from several distributionsUse simulations to understand concepts that are hard to grasp mathematicallyLearn topics not usually covered in an introductory course, such as Bayesian estimationImport data from almost any source using Python, rather than be limited to data that has been cleaned and formatted for statistics toolsUse statistical inference to answer questions about real-world data

    The term has become something of a catch-all, a convenient way to encompass numerous issues and developments which pertain to the political, social, and economic history of modern Ireland. It is a question which refuses to go away, but it is also a question whose inconstant meaning is rarely anatomized and still less often denied. One of the main aims of this book is to explore the complicated and shifting nature of the Irish Question, and to assess what it has meant to various political minds and agendas. The book is arranged both thematically and chronologically; each of the eight chapters takes as its focus a particular period, and each period is discussed within the context of one or more questions which informed and shaped that particular period.About the Series: Combining authority with wit, accessibility, and style, Very Short Introductions offer an introduction to some of life's most interesting topics. Written by experts for the newcomer, they demonstrate the finest contemporary thinking about the central problems and issues in hundreds of key topics, from philosophy to Freud, quantum theory to Islam

    Boyer provides a wide-ranging and authoritative history of America, capturing in a compact space the full story of our nation. Ranging from the earliest Native American settlers to the presidency of Barack Obama, this Very Short Introduction offers anilluminating account of politics, diplomacy, and war as well as the full spectrum of social, cultural, and scientific developments that shaped our country.Here is a masterful picture of America's achievements and failures, large-scale socio-historical forces, and pivotal events. Boyer sheds light on the colonial era, the Revolution and the birth of the new nation; slavery and the Civil War; Reconstruction and the Gilded Age; the Progressive era, theRoaring Twenties and the Great Depression; the two world wars and the Cold War that followed; right up to the tragedy of 9/11, the wars in Iraq and Afghanistan, and the epoch-making election of Barack Obama. Certain broad trends shape much of the narrative--immigration, urbanization, slavery, continental expansion, the global projection of U.S. power, the centrality of religion, the progression from an agrarian to an industrial to a post-industrial economic order. Yet in underscoring such large themes, Boyer also highlights the diversity of the American experience, the importance ofindividual actors, and the crucial role of race, ethnicity, gender, and social class in shaping the contours of specific groups within the nation's larger tapestry. And along the way, he touches upon the cultural milestones of American history, from Tom Paine's The Crisis to Allen Ginsberg's Howl.American History: A Very Short Introduction is a panoramic history of the United States, one that covers virtually every topic of importance--and yet can be read in a single day.

    People readily behave as amateur psychologists, offering explanations for what we think, feel, and do. But what exactly are psychologists trying to help us understand? What scientific grounding do they have for their approach? In Psychology: A Very Short Introduction, Dr. Gillian Butler and Dr. Freda McManus provide an understanding of some of psychology's leading ideas and their practical relevance. The authors answer some of the most frequently asked questions about psychology including: What is psychology? How do we use what is in the mind? How does psychology work? How do we influence each other? What can or can't a psychologist do for you? Psychology is a large part of our everyday experience, and this elemental guide is a stimulating introduction for anyone interested in understanding the human mind. About the Series: Combining authority with wit, accessibility, and style, Very Short Introductions offer an introduction to some of life's most interesting topics. Written by experts for the newcomer, they demonstrate the finest contemporary thinking about the central problems and issues in hundreds of key topics, from philosophy to Freud, quantum theory to Islam.

    The R language provides everything you need to do statistical work, but its structure can be difficult to master. This collection of concise, task-oriented recipes makes you productive with R immediately, with solutions ranging from basic tasks to input and output, general statistics, graphics, and linear regression.Each recipe addresses a specific problem, with a discussion that explains the solution and offers insight into how it works. If you're a beginner, R Cookbook will help get you started. If you're an experienced data programmer, it will jog your memory and expand your horizons. You'll get the job done faster and learn more about R in the process.Create vectors, handle variables, and perform other basic functionsInput and output dataTackle data structures such as matrices, lists, factors, and data framesWork with probability, probability distributions, and random variablesCalculate statistics and confidence intervals, and perform statistical testsCreate a variety of graphic displaysBuild statistical models with linear regressions and analysis of variance (ANOVA)Explore advanced statistical techniques, such as finding clusters in your dataWonderfully readable, R Cookbook serves not only as a solutions manual of sorts, but as a truly enjoyable way to explore the R language--one practical example at a time.--Jeffrey Ryan, software consultant and R package author

    The key difference is often held to be that the Greeks and Romans practiced a "Western Way of War," in which the aim is an open, decisive battle--won by courage instilled, in part, by discipline. Here, Harry Sidebottom looks at how this Western Way of War was constructed and maintained by the Greeks and Romans and why this concept is so prevalent today. All aspects of ancient warfare are thoroughly examined--from philosophy and strategy to the technical skills needed to fight. Sidebottom examines war in the wider context, showing how wars were able to shape classical society, and how an individual's identity was sometimes constructed by war, as in the case of the Christian soldier fighting in God's name. He also explores the ways in which ancient society thought about conflict: Can a war be just? Why was siege warfare particularly bloody? What role did divine intervention play in the outcome of a battle? Taking fascinating examples from the iliad, Tacitus, and the Persian Wars, Sidebottom uses arresting anecdotes and striking visual images to show that any understanding of ancient war is an ongoing process of interpretation.

    Indeed it could be said that all history is colonial history, if one takes a broad enough definition and goes far enough back. And although the great historic imperial systems--the land-based Russian one as well as the seaborneempires of western European powers--have collapsed during the past half century, their legacies shape almost every aspect of life on a global scale. Meanwhile there is fierce argument, and much speculation, about what has replaced the old territorial empires in world politics. Do the United Statesand its allies, transnational companies, financial and media institutions, or more broadly the forces of globalization, constitute a new imperial system?Stephen Howe interprets the meaning of the idea of empire through the ages, disentangling the multiple uses and abuses of the labels empire and colonialism, etc., and examines the aftermath of imperialism on the contemporary world.

    It avoids the traditional style-spotting approach and instead gives us an idea of what it is about buildings that moves us, and what it is that makes them important artistically and culturally. The book begins by looking at how architecture acquires meaning through tradition, and concludes with the exoticism of the recent avant-garde period. Illustrations of particular buildings help to anchor the general points with specific examples, from ancient Egypt to the present day.

    He was also its most formidable critic, condemning the political, economic, theological, and sexual trappings of civilization along lines that would excite the enthusiasm of romantic individualists and radical revolutionaries alike. In this study of Rousseau's life and works, Robert Wolker shows how his philosophy of history, his theories of music and politics, his fiction, educational, and religious writings, and even his botany, were all inspired by revolutionary ideals of mankind's self-realization in a condition of unfettered freedom. He explains how, in regressing to classical republicanism, ancient mythology, direct communication with God, and solitude, Rousseau anticipated some post-modernist rejections of the Enlightenment as well.

    Japanese goods and cultural products--from animated movies and computer games to cars, semiconductors, and management techniques--are consumed around the world. In many ways, Japan is an icon of the modern world, and yet it remains something of an enigma to many, who see it as a confusing montage of the alien and the familiar, the ancient and modern. This Very Short Introduction explodes the myths and explores the reality of modern Japan, offering a concise, engaging, and accessible look at the history, economy, politics, and culture of this fascinating nation. It examines what the term modern means to the Japanese, debunks the notion that Japan went through a period of total isolation from the world, and explores the continuity between pre- and post-war Japan. Anyone curious about this intriguing country will find a wealth of insight and information in these pages.About the Series: Combining authority with wit, accessibility, and style, Very Short Introductions offer an introduction to some of life's most interesting topics. Written by experts for the newcomer, they demonstrate the finest contemporary thinking about the central problems and issues in hundreds of key topics, from philosophy to Freud, quantum theory to Islam

    Historian Jacqueline Stedall shows that mathematical ideas are far from being fixed, but are adapted and changed by their passage across periods and cultures. The book illuminates some of the varied contexts in which people have learned, used, and handed on mathematics, drawing on fascinating case studies from a range of times and places, including early imperial China, the medieval Islamic world, and nineteenth-century Britain. By drawing out some common threads, Stedall provides an introduction not only to the mathematics of the past but to the history of mathematics as a modern academic discipline.

    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.

    Gilder says or writes is ever delivered at anything less than the fullest philosophical decibel... Mr. Gilder sounds less like a tech guru than a poet, and his words tumble out in a romantic cascade." “Google’s algorithms assume the world’s future is nothing more than the next moment in a random process. George Gilder shows how deep this assumption goes, what motivates people to make it, and why it’s wrong: the future depends on human action.” — Peter Thiel, founder of PayPal and Palantir Technologies and author of Zero to One: Notes on Startups, or How to Build the Future The Age of Google, built on big data and machine intelligence, has been an awesome era. But it’s coming to an end. In Life after Google, George Gilder—the peerless visionary of technology and culture—explains why Silicon Valley is suffering a nervous breakdown and what to expect as the post-Google age dawns. Google’s astonishing ability to “search and sort” attracts the entire world to its search engine and countless other goodies—videos, maps, email, calendars….And everything it offers is free, or so it seems. Instead of paying directly, users submit to advertising. The system of “aggregate and advertise” works—for a while—if you control an empire of data centers, but a market without prices strangles entrepreneurship and turns the Internet into a wasteland of ads. The crisis is not just economic. Even as advances in artificial intelligence induce delusions of omnipotence and transcendence, Silicon Valley has pretty much given up on security. The Internet firewalls supposedly protecting all those passwords and personal information have proved hopelessly permeable. The crisis cannot be solved within the current computer and network architecture. The future lies with the “cryptocosm”—the new architecture of the blockchain and its derivatives. Enabling cryptocurrencies such as bitcoin and ether, NEO and Hashgraph, it will provide the Internet a secure global payments system, ending the aggregate-and-advertise Age of Google. Silicon Valley, long dominated by a few giants, faces a “great unbundling,” which will disperse computer power and commerce and transform the economy and the Internet. Life after Google is almost here.   For fans of "Wealth and Poverty," "Knowledge and Power," and "The Scandal of Money."

    Years before synchronized sound became the norm, projected moving images were shown to musical accompaniment, whether performed by a lone piano player or a hundred-piece orchestra. Today film music has become its own industry, indispensable to the marketability of movies around the world.Film Music: A Very Short Introduction is a compact, lucid, and thoroughly engaging overview written by one of the leading authorities on the subject. After opening with a fascinating analysis of the music from a key sequence in Quentin Tarantino's Reservoir Dogs, Kathryn Kalinak introduces readers not only to important composers and musical styles but also to modern theoretical concepts about how and why film music works. Throughout the book she embraces a global perspective, examining film music in Asia and the Middle East as well as in Europe and the United States. Key collaborations between directors and composers--Alfred Hitchcock and Bernard Herrmann, Akira Kurosawa and Fumio Hayasaka, Federico Fellini and Nino Rota, to name only a few--come under scrutiny, as do the oft-neglected practices of the silent film era. She also explores differences between original film scores and compilation soundtracks that cull music from pre-existing sources.