Authors Drew Conway and John Myles White help you understand machine learning and statistics tools through a series of hands-on case studies, instead of a traditional math-heavy presentation.Each chapter focuses on a specific problem in machine learning, such as classification, prediction, optimization, and recommendation. Using the R programming language, you'll learn how to analyze sample datasets and write simple machine learning algorithms. "Machine Learning for Hackers" is ideal for programmers from any background, including business, government, and academic research.Develop a naive Bayesian classifier to determine if an email is spam, based only on its textUse linear regression to predict the number of page views for the top 1,000 websitesLearn optimization techniques by attempting to break a simple letter cipherCompare and contrast U.S. Senators statistically, based on their voting recordsBuild a "whom to follow" recommendation system from Twitter data

    Moreover, this approach can be applied beyond videogames: Bogost suggests that any medium--from videogames to poetry, literature, cinema, or art--can be read as a configurative system of discrete, interlocking units of meaning, and he illustrates this method of analysis with examples from all these fields. The marriage of literary theory and information technology, he argues, will help humanists take technology more seriously and hep technologists better understand software and videogames as cultural artifacts. This approach is especially useful for the comparative analysis of digital and nondigital artifacts and allows scholars from other fields who are interested in studying videogames to avoid the esoteric isolation of "game studies."The richness of Bogost's comparative approach can be seen in his discussions of works by such philosophers and theorists as Plato, Badiou, Zizek, and McLuhan, and in his analysis of numerous videogames including Pong, Half-Life, and Star Wars Galaxies. Bogost draws on object technology and complex adaptive systems theory for his method of unit analysis, underscoring the configurative aspects of a wide variety of human processes. His extended analysis of freedom in large virtual spaces examines Grand Theft Auto 3, The Legend of Zelda, Flaubert's Madame Bovary, and Joyce's Ulysses. In Unit Operations, Bogost not only offers a new methodology for videogame criticism but argues for the possibility of real collaboration between the humanities and information technology.

    Questioning the old assumptions of both liberals and conservatives with respect to the goals and the means of traditional civil rights reform, critical race theorists have presented new paradigms for understanding racial injustice and new ways of seeing the links between race, gender, sexual orientation, and class. This reader, edited by the principal founders and leading theoreticians of the critical race theory movement, gathers together for the first time the movement's most important essays.

    Together, how do these distort and deform modern political geographies and produce new territories in their own image?In The Stack, Benjamin Bratton proposes that these different genres of computation—smart grids, cloud platforms, mobile apps, smart cities, the Internet of Things, automation—can be seen not as so many species evolving on their own, but as forming a coherent whole: an accidental megastructure called The Stack that is both a computational apparatus and a new governing architecture. We are inside The Stack and it is inside of us. In an account that is both theoretical and technical, drawing on political philosophy, architectural theory, and software studies, Bratton explores six layers of The Stack: Earth, Cloud, City, Address, Interface, User. Each is mapped on its own terms and understood as a component within the larger whole built from hard and soft systems intermingling—not only computational forms but also social, human, and physical forces. This model, informed by the logic of the multilayered structure of protocol “stacks,” in which network technologies operate within a modular and vertical order, offers a comprehensive image of our emerging infrastructure and a platform for its ongoing reinvention. The Stack is an interdisciplinary design brief for a new geopolitics that works with and for planetary-scale computation. Interweaving the continental, urban, and perceptual scales, it shows how we can better build, dwell within, communicate with, and govern our worlds.

    Hailed by the New York Times as "one of the most influential texts in gender studies, men's studies and gay studies," this book uncovers the homosocial desire between men, from Restoration comedies to Tennyson's Princess.

    From shopping, to even getting information on flight times, to even tracking when to walk your dog, Alexa can do this. With over 23,000 skills and more being developed each day, Alexa is here to stay and is here to help you. But what can you do with Alexa? What are some of the abilities of Alexa that you can engage in, some that you can use to truly benefit yourself and others? Well, you’re about to find out. Here is a preview of what you'll learn: All of the different Echo devices and what they entail Various tips on how to use them all Tips to use the various features, including shopping Troubleshooting tips in order to have the best Amazon Echo experience Why you might consider getting one over another The capabilities of Alexa, including a whole slew of various things you can inquire from Alexa A comprehensive list of 1001 things to do with Alexa, including valuable tips and tricks You can become the Echo master that you know you can be, and this book is just the beginning of it all. With this, you’ll be able to control your Echo in the way that it’s meant to be, in the ways that you want it to be, and the different natures of this. Become the person that you want to be today, and make sure that you learn about your Echo, since you truly won’t regret it the moment you begin to use it, and you’ll master it even more with every interaction.

    This revolutionary device: Is Easy to Access Has Excellent Voice Quality Provides Superior Voice Recognition Handles Many Privacy Concerns Has Frequent Software Upgrades Offers Natural-Sounding Voices Allows for Cloud Processing Has Solid, Dependable Hardware What can this book do for you? Amazon Echo: Master Your Amazon Echo; User Guide and Manual teaches you how to use Alexa, how this feature is designed, and how to set it up. You'll learn about: The Body The Blue Light How to Use the Microphones Using Sensors Remote Control Functions Essential Setup Tips You'll find out how to Navigate the Echo and its App, Use the Echo Pen, and Activate your Echo with Voice Command and the remote control. You'll learn to use Bluetooth and connect other home devices to your Echo - including music services! Let Amazon Echo: Master Your Amazon Echo; User Guide and Manual take you by the hand and turn you into an Amazon Echo expert! Download your copy TODAY!

    In The Dialectics of Seeing, Susan Buck-Morss offers an inventive reconstruction of the Passagen Werk, or Arcades Project, as it might have taken form. Working with Benjamin's vast files of citations and commentary which contain a myriad of historical details from the dawn of consumer culture, Buck-Morss makes visible the conceptual structure that gives these fragments philosophical coherence. She uses images throughout the book to demonstrate that Benjamin took the debris of mass culture seriously as the source of philosophical truth. The Paris Arcades that so fascinated Benjamin (as they did the Surrealists whose materialist metaphysics he admired) were the prototype, the 19th century ur-form of the modern shopping mall. Benjamin's dialectics of seeing demonstrate how to read these consumer dream houses and so many other material objects of the time--from air balloons to women's fashions, from Baudelaire's poetry to Grandville's cartoons--as anticipations of social utopia and, simultaneously, as clues for a radical political critique. Buck-Morss plots Benjamin's intellectual orientation on axes running east and west, north and south--Moscow Paris, Berlin-Naples--and shows how such thinking in coordinates can explain his understanding of dialectics at a standstill. She argues for the continuing relevance of Benjamin's insights but then allows a set of afterimages to have the last word.

    Bowker and Susan Leigh Star explore the role of categories and standards in shaping the modern world. In a clear and lively style, they investigate a variety of classification systems, including the International Classification of Diseases, the Nursing Interventions Classification, race classification under apartheid in South Africa, and the classification of viruses and of tuberculosis.The authors emphasize the role of invisibility in the process by which classification orders human interaction. They examine how categories are made and kept invisible, and how people can change this invisibility when necessary. They also explore systems of classification as part of the built information environment. Much as an urban historian would review highway permits and zoning decisions to tell a city's story, the authors review archives of classification design to understand how decisions have been made. Sorting Things Out has a moral agenda, for each standard and category valorizes some point of view and silences another. Standards and classifications produce advantage or suffering. Jobs are made and lost; some regions benefit at the expense of others. How these choices are made and how we think about that process are at the moral and political core of this work. The book is an important empirical source for understanding the building of information infrastructures.

    The Social Movements Reader, Second Edition, provides the most important and readable articles and book selections on recent social movements from around the world.With selected readings and editorial material this book combines the strengths of a reader and a textbookReflects new developments in the study of social movements, both empirical and theoreticalProvides original texts, many of them classics in the field of social movements, which have been edited for the non-technical readerSidebars offer concise definitions of key terms as well as biographies of famous activists and chronologies of several key movementsRequires no prior knowledge about social movements or theories of social movements

    With few exceptions, existing books are overly technical, only dedicate a single chapter to website vulnerabilities or don't include any real world examples. This book is different.Using publicly disclosed vulnerabilities, Web Hacking 101 explains common web vulnerabilities and will show you how to start finding vulnerabilities and collecting bounties. With over 30 examples, the book covers topics like:HTML InjectionCross site scripting (XSS)Cross site request forgery (CSRF)Open RedirectsRemote Code Execution (RCE)Application Logicand more...Each example includes a classification of the attack, a report link, the bounty paid, easy to understand description and key takeaways. After reading this book, your eyes will be opened to the wide array of vulnerabilities that exist and you'll likely never look at a website or API the same way.