Many successful applications of machine learning exist already, including systems that analyze past sales data to predict customer behavior, recognize faces or spoken speech, optimize robot behavior so that a task can be completed using minimum resources, and extract knowledge from bioinformatics data. "Introduction to Machine Learning" is a comprehensive textbook on the subject, covering a broad array of topics not usually included in introductory machine learning texts. It discusses many methods based in different fields, including statistics, pattern recognition, neural networks, artificial intelligence, signal processing, control, and data mining, in order to present a unified treatment of machine learning problems and solutions. All learning algorithms are explained so that the student can easily move from the equations in the book to a computer program. The book can be used by advanced undergraduates and graduate students who have completed courses in computer programming, probability, calculus, and linear algebra. It will also be of interest to engineers in the field who are concerned with the application of machine learning methods.After an introduction that defines machine learning and gives examples of machine learning applications, the book covers supervised learning, Bayesian decision theory, parametric methods, multivariate methods, dimensionality reduction, clustering, nonparametric methods, decision trees, linear discrimination, multilayer perceptrons, local models, hidden Markov models, assessing and comparing classification algorithms, combining multiple learners, and reinforcement learning.

    Furthering her account of communicative capitalism, Jodi Dean explores the ways new media practices like blogging and texting capture their users in intensive networks of enjoyment, production, and surveillance. Her wide-ranging and theoretically rich analysis extends from her personal experiences as a blogger, through media histories, to newly emerging social network platforms and applications. Set against the background of the economic crisis wrought by neoliberalism, the book engages with recent work in contemporary media theory as well as with thinkers such as Giorgio Agamben, Jean Baudrillard, Guy Debord, Jacques Lacan, and Slavoj ?i?ek. Through these engagements, Dean defends the provocative thesis that reflexivity in complex networks is best understood via the psychoanalytic notion of the drives. She contends, moreover, that reading networks in terms of the drives enables us to grasp their real, human dimension, that is, the feelings and affects that embed us in the system. In remarkably clear and lucid prose, Dean links seemingly trivial and transitory updates from the new mass culture of the internet to more fundamental changes in subjectivity and politics. Everyday communicative exchanges�from blog posts to text messages�have widespread effects, effects that not only undermine capacities for democracy but also entrap us in circuits of domination.

    They are built with the objective of providing assessment, review, and practice to help ensure you are fully prepared for your certification exam. Master Cisco CCENT/CCNA ICND1 100-105 exam topics Assess your knowledge with chapter-opening quizzes Review key concepts with exam preparation tasks This is the eBook edition of the CCENT/CCNA ICND1 100-105 Official Cert Guide. This eBook does not include the companion CD-ROM with practice exam that comes with the print edition.   CCENT/CCNA ICND1 100-105 Official Cert Guide presents you with an organized test-preparation routine through the use of proven series elements and techniques. “Do I Know This Already?” quizzes open each chapter and enable you to decide how much time you need to spend on each section. Exam topic lists make referencing easy. Chapter-ending Exam Preparation Tasks help you drill on key concepts you must know thoroughly.   CCENT/CCNA ICND1 100-105 Official Cert Guide from Cisco Press enables you to succeed on the exam the first time and is the only self-study resource approved by Cisco. Best-selling author and expert instructor Wendell Odom shares preparation hints and test-taking tips, helping you identify areas of weakness and improve both your conceptual knowledge and hands-on skills.   This complete study package includes   ·         A test-preparation routine proven to help you pass the exams ·         Do I Know This Already? quizzes, which enable you to decide how much time you need to spend on each section ·         Chapter-ending and part-ending exercises, which help you drill on key concepts you must know thoroughly ·         Troubleshooting sections, which help you master the complex scenarios you will face on the exam ·         A free copy of the CCENT ICND1 100-105 Network Simulator Lite software, complete with meaningful lab exercises that help you hone your hands-on skills with the command-line interface for routers and switches ·         Links to a series of hands-on config labs developed by the author ·         Online, interactive practice exercises that help you hone your knowledge ·         More than 90 minutes of video mentoring from the author ·         A final preparation chapter, which guides you through tools and resources to help you craft your review and test-taking strategies ·         Study plan suggestions and templates to help you organize and optimize your study time   Well regarded for its level of detail, study plans, assessment features, challenging review questions and exercises, video instruction, and hands-on labs, this official study guide helps you master the concepts and techniques that ensure your exam success.   This official study guide helps you master all the topics on the CCENT/CCNA ICND1 exam, including ·         Networking fundamentals ·         Implementing basic Ethernet LANs ·         Ethernet LANs: design, VLANs, and troubleshooting ·         IPv4 addressing and subnetting ·         Implementing IPv4 ·         IPv4 design and troubleshooting ...

    You'll find complete coverage of all exam objectives, including key topics such as project planning, execution, delivery, closure, and others. CompTIA's Project+ is the foundation-level professional exam in the complex world of project management; certified project managers often choose to go on and obtain their Project Management Professional (PMP) certifications as well Provides complete coverage of all exam objectives for CompTIA's first update to the Project+ exam in six years Covers project planning, execution, delivery, change, control, communication, and closure Demonstrates and reinforces exam preparation with practical examples and real-word scenarios Includes a CD with Sybex test engine, practice exams, electronic flashcards, and a PDF of the book Approach the new Project+ exam with confidence with this in-depth study guide! Reviews

    Jonathan Culler's On Deconstruction is a typically patient, thoughtful, illuminating exposition of the ideas of Jacques Derrida and their application to literary studies."--David Lodge, Commonweal "Culler is lucid and thorough, can move into and out of other people's arguments without losing the sense of his own voice and argument, and can manage to seem equally at home with Freudianism, feminism, and traditional literary criticism."--Times Literary Supplement "As a practicing critic Culler has always been a deconstructor, and he approaches this topic with special immediacy and force. In On Deconstruction he offers generous summaries of numerous representative articles and a fine annotated bibliography. . . . His magisterial way of tracing particular topics and techniques through our diaspora of critical texts, and his provocative analyses, cannot fail to focus any critic's thinking about deconstruction."--Modern Language Quarterly "Gifted with grace and clarity, Culler provides us with a stimulating survey of contemporary literary criticism."--Antioch Review With an emphasis on readers and reading, Jonathan Culler considered deconstruction in terms of the questions raised by psychoanalytic, feminist, and reader-response criticism. On Deconstruction is both an authoritative synthesis of Derrida's thought and an analysis of the often-problematic relation between his philosophical writings and the work of literary critics. Culler's book is an indispensable guide for anyone interested in understanding modern critical thought. This edition marks the twenty-fifth anniversary of the first publication of this landmark work and includes a new preface by the author that surveys deconstruction's history since the 1980s and assesses its place within cultural theory today.

    By staying current, remaining relevant, and adapting to emerging course needs, this market-leading text has continued to define the operating systems course. This Seventh Edition not only presents the latest and most relevant systems, it also digs deeper to uncover those fundamental concepts that have remained constant throughout the evolution of today's operation systems. With this strong conceptual foundation in place, students can more easily understand the details related to specific systems. New Adaptations * Increased coverage of user perspective in Chapter 1. * Increased coverage of OS design throughout. * A new chapter on real-time and embedded systems (Chapter 19). * A new chapter on multimedia (Chapter 20). * Additional coverage of security and protection. * Additional coverage of distributed programming. * New exercises at the end of each chapter. * New programming exercises and projects at the end of each chapter. * New student-focused pedagogy and a new two-color design to enhance the learning process.

    This book explores examples of this process of invention - the creation of Welsh and Scottish 'national culture'; the elaboration of British royal rituals in the nineteenth and twentieth centuries; the origins of imperial ritual in British India and Africa; and the attempts by radical movements to develop counter-traditions of their own. This book addresses the complex interaction of past and present, bringing together historicans and anthropologists in a fascinating study of ritual and symbolism which possess new questions for the understanding of our history.

    Sipser's candid, crystal-clear style allows students at every level to understand and enjoy this field. His innovative "proof idea" sections explain profound concepts in plain English. The new edition incorporates many improvements students and professors have suggested over the years, and offers updated, classroom-tested problem sets at the end of each chapter.

    A Critique of Postcolonial Reason tracks the figure of the native informant through various cultural practices--philosophy, history, literature--to suggest that it emerges as the metropolitan hybrid. The book addresses feminists, philosophers, critics, and interventionist intellectuals, as they unite and divide. It ranges from Kant's analytic of the sublime to child labor in Bangladesh. Throughout, the notion of a Third World interloper as the pure victim of a colonialist oppressor emerges as sharply suspect: the mud we sling at certain seemingly overbearing ancestors such as Marx and Kant may be the very ground we stand on.A major critical work, Spivak's book redefines and repositions the postcolonial critic, leading her through transnational cultural studies into considerations of globality.

    Drawing on classical and contemporary political theories of state sovereignty in order to understand how state power and national identity persist amid its decline, Brown considers both the need of the state for legitimacy and the popular desires that incite the contemporary building of walls. The new walls -- dividing Texas from Mexico, Israel from Palestine, South Africa from Zimbabwe -- consecrate the broken boundaries they would seem to contest and signify the ungovernability of a range of forces unleashed by globalization. Yet these same walls often amount to little more than theatrical props, frequently breached, and blur the distinction between law and lawlessness that they are intended to represent. But if today's walls fail to resolve the conflicts between globalization and national identity, they nonetheless project a stark image of sovereign power. Walls, Brown argues, address human desires for containment and protection in a world increasingly without these provisions. Walls respond to the wish for horizons even as horizons are vanquished.

    This book is the most complete and up-to-date resource on Java from programming guru, Herb Schildt -- a must-have desk reference for every Java programmer.

    He analyzes previous contributions to a Marxist theory of literature from Marx himself to Lukacs, Althusser, and Goldmann, and develops his own approach by outlining a theory of cultural materialism' which integrates Marxist theories of language with Marxist theories of literature. Williams moves from a review of the growth of the concepts of literature and idealogy to a redefinition of determinism' and hegemony'. His incisive discussion of the 'social material process' of cultural activity culminates in a re-examination of the problems of alignment and commitment and of the creative practice in individual authors and wider social groups.

    The arguments and controversies it has aroused are, furthermore, far from abating: the disintegration of the Soviet bloc, the emergence of new social and political identities linked to the transformation of late capitalism, and the crisis of a left-wing project whose essentialist underpinnings have increasingly come under fire have, if anything, made more relevant than ever the theoretical perspective that the book proposes. Moreover the political project of ‘radical and plural democracy’ that it advocates provides a much-needed antidote to the attempts to formulate a Third Way capable of overcoming the classical opposition between Left and Right.Updated with a new preface, this is a fundamental text for understanding the workings of hegemony and grasping the nature of contemporary social struggles and their significance for democratic theory.

    Drawing on studies of social class, crime and deviance, work in bureaucracies, and changes in religious and political organizations, this Very Short Introduction explores the tension between the individual's role in society and society's role in shaping the individual, and demonstrates the value of sociology as a perspective for understanding the modern world.

    Beginning with approaches that students are already familiar with and then moving to less common schools of criticism, Theory into Practice provides extensive guidance for writing literary analyses from each of the critical perspectives.