However, these activities can be viewed as two facets of the same field, and together they have undergone substantial development over the past ten years. In particular, Bayesian methods have grown from a specialist niche to become mainstream, while graphical models have emerged as a general framework for describing and applying probabilistic models. Also, the practical applicability of Bayesian methods has been greatly enhanced through the development of a range of approximate inference algorithms such as variational Bayes and expectation propagation. Similarly, new models based on kernels have had a significant impact on both algorithms and applications. This new textbook reflects these recent developments while providing a comprehensive introduction to the fields of pattern recognition and machine learning. It is aimed at advanced undergraduates or first-year PhD students, as well as researchers and practitioners, and assumes no previous knowledge of pattern recognition or machine learning concepts. Knowledge of multivariate calculus and basic linear algebra is required, and some familiarity with probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.

    A masterful work of personal reportage, this volume is also a vibrant portrait of a mysterious people and an essential document of a disappearing culture. 50 photos.

    In 'Bad Science', Ben Goldacre hilariously exposed the tricks that quacks and journalists use to distort science. In 'Bad Pharma', he put the $600 billion global pharmaceutical industry under the microscope. Now the pick of the journalism by one of our wittiest, most indignant and most fearless commentators on the worlds of medicine and science is collected in one volume.

    In How to Be Idle, Hodgkinson presents his learned yet whimsical argument for a new, universal standard of living: being happy doing nothing. He covers a whole spectrum of issues affecting the modern idler—sleep, work, pleasure, relationships—bemoaning the cultural skepticism of idleness while reflecting on the writing of such famous apologists for it as Oscar Wilde, Robert Louis Stevenson, Dr. Johnson, and Nietzsche—all of whom have admitted to doing their very best work in bed.It’s a well-known fact that Europeans spend fewer hours at work a week than Americans. So it’s only befitting that one of them—the very clever, extremely engaging, and quite hilarious Tom Hodgkinson—should have the wittiest and most useful insights into the fun and nature of being idle. Following on the quirky, call-to-arms heels of the bestselling Eat, Shoots and Leaves: The Zero Tolerance Approach to Punctuation by Lynne Truss, How to Be Idle rallies us to an equally just and no less worthy cause: reclaiming our right to be idle.

    One of the most coveted tools in a spy's arsenal, a zero day has the power to silently spy on your iPhone, dismantle the safety controls at a chemical plant, alter an election, and shut down the electric grid (just ask Ukraine).For decades, under cover of classification levels and non-disclosure agreements, the United States government became the world's dominant hoarder of zero days. U.S. government agents paid top dollar-first thousands, and later millions of dollars- to hackers willing to sell their lock-picking code and their silence. Then the United States lost control of its hoard and the market. Now those zero days are in the hands of hostile nations and mercenaries who do not care if your vote goes missing, your clean water is contaminated, or our nuclear plants melt down.Filled with spies, hackers, arms dealers, and a few unsung heroes, written like a thriller and a reference, This Is How They Tell Me the World Ends is an astonishing feat of journalism. Based on years of reporting and hundreds of interviews, The New York Times reporter Nicole Perlroth lifts the curtain on a market in shadow, revealing the urgent threat faced by us all if we cannot bring the global cyber arms race to heel.

    Professor Geert Hofstede's 30 years of field research on cultural differences and the software of the mind helps us look at how we think - and how we fail to think - as members of groups. This newly revised and expanded edition is based on the latest data from Professor Hofstede ongoing field research, and provides detailed comparisons of cross-cultural differences among 70 nations. business, family, schools and political organizations. Professor Hofstede explains phenomena such as culture shock, ethnocentrism, stereotyping, differences in language and humor. Most importantly, he discusses the practical implications of the culture differences described in the book and how understanding these cultural differences can enable people from different cultures to work together more productively. parents. Melding powerful intellectual analysis and hard social, cultural, and organizational research, Hofstede gives a sobering picture of a world perilously lacking in self-knowledge - unaware of serious difference between the businesses, organizations, cultures, and nations that populate our planet despite the fact of globalization. But culture shock - whether between an individual and a new country, between organizations, between the sexes, or between opposing diplomats - can be turned to our advantage, Hofstede says-if we understand it. Cultures and Organizations helps to explain the differences in the way leaders and their followers think, offering practical solutions for those in business and politics to help solve conflict between different groups.

    "It's too soon to say what steps the United States will take against ISIS. I don't want to put the cart before the horse," Obama told reporters during a White House news briefing. "We don't have a strategy yet.""-President ObamaIf we have been at war with terror for over a decade and still don't have solid strategies for dealing with radical terrorism, then what have we really been doing the last thirteen years? It's a good question to ask yourself, and at least the President was telling the truth when he said we don't have a strategy for ISIS. As ISIS grows in strength with each successful battle, they will also set up the infrastructure of something resembling a functional state. They will become a self-funded organization making millions of dollars from oil revenue. Left unchecked, it is hard to say how powerful they could become. The dream of a pan-Islamic caliphate is most certainly beyond their reach, however, they could carve out a very large swath of the Middle East for their empire. If ISIS were to capture the first and second most holy sites of the Islamic faith, Mecca and Medina, the entire Middle East may very well implode.The ISIS Solution takes a look at the current geopolitical situation, organizational structure of ISIS, and provides new thinking and strategies for dealing with the Islamic State in the Middle East. Its authors and contributors have over fifty years of combined experience in the intelligence, analyst and Special Operations communities. Leadership and a new philosophical conversation of action is needed to eliminate violent terrorism. This book starts the conversation.

    Danza’s” showbiz credentials, and they immediately put him on the hot seat.   Featuring indelible portraits of students and teachers alike, I’d Like to Apologize to Every Teacher I Ever Had reveals just how hard it is to keep today’s technologically savvy – and often alienated -- students engaged, how impressively committed most teachers are, and the outsized role counseling plays in a teacher’s day, given the psychological burdens many students carry.  The book also makes vivid how a modern high school works, showing Tony in a myriad of roles – from lecturing on To Kill a Mockingbird to “coaching” the football team to organizing a talent show to leading far-flung field trips to hosting teacher gripe sessions.  A surprisingly poignant account, I’d Like to Apologize to Every Teacher I Ever Had is sometimes laugh-out-loud funny but is mostly filled with hard-won wisdom and feel-good tears.

    Although on the surface, simians, cyborgs and women may seem an odd threesome, Haraway describes their profound link as creatures which have had a great destabilizing place in Western evolutionary technology and biology. Throughout this book, Haraway analyzes accounts, narratives, and stories of the creation of nature, living organisms, and cyborgs. At once a social reality and a science fiction, the cyborg--a hybrid of organism and machine--represents transgressed boundaries and intense fusions of the nature/culture split. By providing an escape from rigid dualisms, the cyborg exists in a post-gender world, and as such holds immense possibilities for modern feminists. Haraway's recent book, Primate Visions, has been called outstanding, original, and brilliant, by leading scholars in the field. (First published in 1991.)

    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.

    In Coming Apart, Charles Murray explores the formation of American classes that are different in kind from anything we have ever known, focusing on whites as a way of driving home the fact that the trends he describes do not break along lines of race or ethnicity. Drawing on five decades of statistics and research, Coming Apart demonstrates that a new upper class and a new lower class have diverged so far in core behaviors and values that they barely recognize their underlying American kinship—divergence that has nothing to do with income inequality and that has grown during good economic times and bad. The top and bottom of white America increasingly live in different cultures, Murray argues, with the powerful upper class living in enclaves surrounded by their own kind, ignorant about life in mainstream America, and the lower class suffering from erosions of family and community life that strike at the heart of the pursuit of happiness. That divergence puts the success of the American project at risk. The evidence in Coming Apart is about white America. Its message is about all of America.

    Detailing the lifestyles of each class, from the way they dress and where they live to their education and hobbies, Class is sure to entertain, enlighten, and occasionally enrage readers as they identify their own place in society and see how the other half lives.

    In the words of economist and scholar Arnold Kling, Martin Gurri saw it coming.Technology has categorically reversed the information balance of power between the public and the elites who manage the great hierarchical institutions of the industrial age government, political parties, the media.The Revolt of the Public tells the story of how insurgencies, enabled by digital devices and a vast information sphere, have mobilized millions of ordinary people around the world.Originally published in 2014, this updated edition of The Revolt of the Public includes an extensive analysis of Donald Trump's improbable rise to the presidency and the electoral triumphs of Brexit and concludes with a speculative look forward, pondering whether the current elite class can bring about a reformation of the democratic process and whether new organizing principles, adapted to a digital world, can arise out of the present political turbulence.

    Berry talks to the reader as one would talk to a next-door neighbor: never preachy, he comes across as someone offering sound advice. He speaks with sadness of the greedy consumption of this country's natural resources and the grim consequences Americans must face if current economic practices do not change drastically. In the end, these essays offer rays of hope in an otherwise bleak forecast of America's future. Berry's program presents convincing steps for America's agricultural and cultural survival.

    You can think of Python as your tool to solve problems that are far beyond the capability of a spreadsheet. It is an easy-to-use and easy-to learn programming language that is freely available on Windows, Macintosh, and Linux computers. There are free downloadable copies of this book in various electronic formats and a self-paced free online course where you can explore the course materials. All the supporting materials for the book are available under open and remixable licenses. This book is designed to teach people to program even if they have no prior experience.