Metaphors We Live By


George Lakoff - 1980
    Metaphor, the authors explain, is a fundamental mechanism of mind, one that allows us to use what we know about our physical and social experience to provide understanding of countless other subjects. Because such metaphors structure our most basic understandings of our experience, they are "metaphors we live by", metaphors that can shape our perceptions and actions without our ever noticing them.In this updated edition of Lakoff and Johnson's influential book, the authors supply an afterword surveying how their theory of metaphor has developed within the cognitive sciences to become central to the contemporary understanding of how we think and how we express our thoughts in language.

Deep Learning with Python


François Chollet - 2017
    It is the technology behind photo tagging systems at Facebook and Google, self-driving cars, speech recognition systems on your smartphone, and much more.In particular, Deep learning excels at solving machine perception problems: understanding the content of image data, video data, or sound data. Here's a simple example: say you have a large collection of images, and that you want tags associated with each image, for example, "dog," "cat," etc. Deep learning can allow you to create a system that understands how to map such tags to images, learning only from examples. This system can then be applied to new images, automating the task of photo tagging. A deep learning model only has to be fed examples of a task to start generating useful results on new data.

It's Complicated: The Social Lives of Networked Teens


Danah Boyd - 2014
    . . It’s Complicated will update your mind.”—Alissa Quart, New York Times Book Review  “A fascinating, well-researched and (mostly) reassuring look at how today's tech-savvy teenagers are using social media.”—People  “The briefest possible summary? The kids are all right, but society isn’t.”—Andrew Leonard, Salon   What is new about how teenagers communicate through services such as Facebook, Twitter, and Instagram? Do social media affect the quality of teens’ lives? In this eye-opening book, youth culture and technology expert danah boyd uncovers some of the major myths regarding teens' use of social media. She explores tropes about identity, privacy, safety, danger, and bullying. Ultimately, boyd argues that society fails young people when paternalism and protectionism hinder teenagers’ ability to become informed, thoughtful, and engaged citizens through their online interactions. Yet despite an environment of rampant fear-mongering, boyd finds that teens often find ways to engage and to develop a sense of identity. Boyd’s conclusions are essential reading not only for parents, teachers, and others who work with teens but also for anyone interested in the impact of emerging technologies on society, culture, and commerce in years to come. Offering insights gleaned from more than a decade of original fieldwork interviewing teenagers across the United States, boyd concludes reassuringly that the kids are all right. At the same time, she acknowledges that coming to terms with life in a networked era is not easy or obvious. In a technologically mediated world, life is bound to be complicated.

Anatomy of Criticism


Northrop Frye - 1957
    Employing examples of world literature from ancient times to the present, he provides a conceptual framework for the examination of literature. In four brilliant essays on historical, ethical, archetypical, and rhetorical criticism, he applies "scientific" method in an effort to change the character of criticism from the casual to the causal, from the random and intuitive to the systematic.Harold Bloom contributes a fascinating and highly personal preface that examines Frye's mode of criticism and thought (as opposed to Frye's criticism itself) as being indispensable in the modern literary world.

Multivariate Data Analysis


Joseph F. Hair Jr. - 1979
    This book provides an applications-oriented introduction to multivariate data analysis for the non-statistician, by focusing on the fundamental concepts that affect the use of specific techniques.

Debates in the Digital Humanities


Matthew K. Gold - 2012
    Indeed, at a time when many academic institutions are facing austerity budgets, digital humanities programs have been able to hire new faculty, establish new centers and initiatives, and attract multimillion-dollar grants. Clearly the digital humanities has reached a significant moment in its brief history. But what sort of moment is it? Debates in the Digital Humanities brings together leading figures in the field to explore its theories, methods, and practices and to clarify its multiple possibilities and tensions. From defining what a digital humanist is and determining whether the field has (or needs) theoretical grounding, to discussions of coding as scholarship and trends in data-driven research, this cutting-edge volume delineates the current state of the digital humanities and envisions potential futures and challenges. At the same time, several essays aim pointed critiques at the field for its lack of attention to race, gender, class, and sexuality; the inadequate level of diversity among its practitioners; its absence of political commitment; and its preference for research over teaching. Together, the essays in Debates in the Digital Humanities—which will be published both as a printed book and later as an ongoing, open-access website—suggest that the digital humanities is uniquely positioned to contribute to the revival of the humanities and academic life. Contributors: Bryan Alexander, National Institute for Technology in Liberal Education; Rafael Alvarado, U of Virginia; Jamie “Skye” Bianco, U of Pittsburgh; Ian Bogost, Georgia Institute of Technology; Stephen Brier, CUNY Graduate Center; Daniel J. Cohen, George Mason U; Cathy N. Davidson, Duke U; Rebecca Frost Davis, National Institute for Technology in Liberal Education; Johanna Drucker, U of California, Los Angeles; Amy E. Earhart, Texas A&M U; Charlie Edwards; Kathleen Fitzpatrick, Pomona College; Julia Flanders, Brown U; Neil Fraistat, U of Maryland; Paul Fyfe, Florida State U; Michael Gavin, Rice U; David Greetham, CUNY Graduate Center; Jim Groom, U of Mary Washington; Gary Hall, Coventry U, UK; Mills Kelly, George Mason U; Matthew Kirschenbaum, U of Maryland; Alan Liu, U of California, Santa Barbara; Elizabeth Losh, U of California, San Diego; Lev Manovich, U of California, San Diego; Willard McCarty, King’s College London; Tara McPherson, U of Southern California; Bethany Nowviskie, U of Virginia; Trevor Owens, Library of Congress; William Pannapacker, Hope College; Dave Parry, U of Texas at Dallas; Stephen Ramsay, U of Nebraska, Lincoln; Alexander Reid, SUNY at Buffalo; Geoffrey Rockwell, Canadian Institute for Research Computing in the Arts; Mark L. Sample, George Mason U; Tom Scheinfeldt, George Mason U; Kathleen Marie Smith; Lisa Spiro, National Institute for Technology in Liberal Education; Patrik Svensson, Umeå U; Luke Waltzer, Baruch College; Matthew Wilkens, U of Notre Dame; George H. Williams, U of South Carolina Upstate; Michael Witmore, Folger Shakespeare Library.

In Other Worlds: SF and the Human Imagination


Margaret Atwood - 2011
    This is an exploration of her relationship with the literary form we have come to know as "science fiction,” a relationship that has been lifelong, stretching from her days as a child reader in the 1940s, through her time as a graduate student at Harvard, where she worked on the Victorian ancestor of the form, and continuing as a writer and reviewer.  This book brings together her three heretofore unpublished Ellmann Lectures from 2010: "Flying Rabbits," which begins with Atwood's early  rabbit superhero creations, and goes on to speculate about masks, capes, weakling alter egos, and Things with Wings; "Burning Bushes," which follows her into Victorian otherlands and beyond; and "Dire Cartographies," which investigates Utopias and Dystopias.  In Other Worlds also includes some of Atwood's key reviews and thoughts about the form. Among those writers discussed are Marge Piercy, Rider Haggard, Ursula Le Guin, Ishiguro, Bryher, Huxley, and Jonathan Swift. She elucidates the differences (as she sees them) between "science fiction" proper, and "speculative fiction," as well as between "sword and sorcery/fantasy" and "slipstream fiction." For all readers who have loved The Handmaid's Tale, Oryx and Crake, and The Year of the Flood, In Other Worlds is a must.  From the Hardcover edition.

Machine Learning: The Art and Science of Algorithms That Make Sense of Data


Peter Flach - 2012
    Peter Flach's clear, example-based approach begins by discussing how a spam filter works, which gives an immediate introduction to machine learning in action, with a minimum of technical fuss. Flach provides case studies of increasing complexity and variety with well-chosen examples and illustrations throughout. He covers a wide range of logical, geometric and statistical models and state-of-the-art topics such as matrix factorisation and ROC analysis. Particular attention is paid to the central role played by features. The use of established terminology is balanced with the introduction of new and useful concepts, and summaries of relevant background material are provided with pointers for revision if necessary. These features ensure Machine Learning will set a new standard as an introductory textbook.

Kafka: Toward a Minor Literature


Gilles Deleuze - 1975
    In contrast to traditional readings that see in Kafka's work a case of Oedipalized neurosis or a flight into transcendence, guilt, and subjectivity, Deleuze and Guattari make a case for Kafka as a man of joy, a promoter of radical politics who resisted at every turn submission to frozen hierarchies.

Information Visualization: Perception for Design


Colin Ware - 2000
    Ware's updated review of empirical research and interface design examples will do much to accelerate innovation and adoption of information visualization." —Ben Shneiderman, University of Maryland"Colin Ware is the perfect person to write this book, with a long history of prominent contributions to the visual interaction with machines and to information visualization directly. It goes a long way towards joining science to the practical design of information visualization systems." —from the foreword by Stuart Card, PARCMost designers know that yellow text presented against a blue background reads clearly and easily, but how many can explain why, and what really are the best ways to help others and ourselves clearly see key patterns in a bunch of data? When we use software, access a web site, or view graphics, our understanding is greatly enhanced or impeded by the way information is presented. By explaining in detail how we think visually, this book provides guidance on how to construct effective interactive information displays.This book combines a strictly scientific approach to human perception with a practical concern for the rules governing the effective visual presentation of information. Surveying the research of leading psychologists and neurophysiologists, author Colin Ware isolates key principles at work in vision and perception, and from them derives specific and effective visualization techniques suitable for a wide range of scenarios. Information Visualization offers practical guidelines that can be applied by anyone, and covers all facets of visual perception: color, organization, space perception, motion, and texture.* Major revision of this classic work, with a new chapter on visual thinking, new sections on face perception and flow visualization, an appendix on how to evaluate visualizations,and a greatly expanded chapter on color and color sequences. *New to this edition is the full-color treatment throughout, to better display over 400 illustrations.*From a leading researcher in the field of human perception who has brought together, in a single resource, all current scientific insight into the question of data visualization.

The Study of Language


George Yule - 1985
    It introduces the analysis of the key elements of language--sounds, words, structures and meanings, and provides a solid foundation in all of the essential topics. The third edition has been extensively revised to include new sections on important contemporary issues in language study, including language and culture, African American English, sign language, and slang. A comprehensive glossary provides useful explanations of technical terms, and each chapter contains a range of new study questions and research tasks, with suggested answers.

How Charts Lie: Getting Smarter about Visual Information


Alberto Cairo - 2019
    While such visualizations can better inform us, they can also deceive by displaying incomplete or inaccurate data, suggesting misleading patterns—or simply misinform us by being poorly designed, such as the confusing “eye of the storm” maps shown on TV every hurricane season.Many of us are ill equipped to interpret the visuals that politicians, journalists, advertisers, and even employers present each day, enabling bad actors to easily manipulate visuals to promote their own agendas. Public conversations are increasingly driven by numbers, and to make sense of them we must be able to decode and use visual information. By examining contemporary examples ranging from election-result infographics to global GDP maps and box-office record charts, How Charts Lie teaches us how to do just that.

Think Like a Programmer: An Introduction to Creative Problem Solving


V. Anton Spraul - 2012
    In this one-of-a-kind text, author V. Anton Spraul breaks down the ways that programmers solve problems and teaches you what other introductory books often ignore: how to Think Like a Programmer. Each chapter tackles a single programming concept, like classes, pointers, and recursion, and open-ended exercises throughout challenge you to apply your knowledge. You'll also learn how to:Split problems into discrete components to make them easier to solve Make the most of code reuse with functions, classes, and libraries Pick the perfect data structure for a particular job Master more advanced programming tools like recursion and dynamic memory Organize your thoughts and develop strategies to tackle particular types of problems Although the book's examples are written in C++, the creative problem-solving concepts they illustrate go beyond any particular language; in fact, they often reach outside the realm of computer science. As the most skillful programmers know, writing great code is a creative art—and the first step in creating your masterpiece is learning to Think Like a Programmer.

The Location of Culture


Homi K. Bhabha - 1994
    In The Location of Culture, he uses concepts such as mimicry, interstice, hybridity, and liminality to argue that cultural production is always most productive where it is most ambivalent. Speaking in a voice that combines intellectual ease with the belief that theory itself can contribute to practical political change, Bhabha has become one of the leading post-colonial theorists of this era.

On Literature


Umberto Eco - 2002
    From musings on Ptolemy and "the force of the false" to reflections on the experimental writing of Borges and Joyce, Eco's luminous intelligence and encyclopedic knowledge are on dazzling display throughout. And when he reveals his own ambitions and superstitions, his authorial anxieties and fears, one feels like a secret sharer in the garden of literature to which he so often alludes. Remarkably accessible and unfailingly stimulating, this collection exhibits the diversity of interests and the depth of knowledge that have made Eco one of the world's leading writers. On some functions of literature --A reading of the Paradiso --On the style of The communist manifesto --The mists of the Valoi --Wilde : parados and aphorism --A portrait of the artist as bachelor --Between La Mancha and Babel --Borges and my anxiety of influence --On Camporesi : blood, body, life --On symbolism --On style --Les Semaphores sous la Pluie --The flaws in the form --Intertextual irony and levels of reading --The Poetics and us --The American myth in three anti-American generations --The power of falsehood --How I write