Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning.The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

    A Key Strength Of This Text Is Zill'S Emphasis On Differential Equations As Mathematical Models, Discussing The Constructs And Pitfalls Of Each. The Third Edition Is Comprehensive, Yet Flexible, To Meet The Unique Needs Of Various Course Offerings Ranging From Ordinary Differential Equations To Vector Calculus. Numerous New Projects Contributed By Esteemed Mathematicians Have Been Added. Key Features O The Entire Text Has Been Modernized To Prepare Engineers And Scientists With The Mathematical Skills Required To Meet Current Technological Challenges. O The New Larger Trim Size And 2-Color Design Make The Text A Pleasure To Read And Learn From. O Numerous NEW Engineering And Science Projects Contributed By Top Mathematicians Have Been Added, And Are Tied To Key Mathematical Topics In The Text. O Divided Into Five Major Parts, The Text'S Flexibility Allows Instructors To Customize The Text To Fit Their Needs. The First Eight Chapters Are Ideal For A Complete Short Course In Ordinary Differential Equations. O The Gram-Schmidt Orthogonalization Process Has Been Added In Chapter 7 And Is Used In Subsequent Chapters. O All Figures Now Have Explanatory Captions. Supplements O Complete Instructor'S Solutions: Includes All Solutions To The Exercises Found In The Text. Powerpoint Lecture Slides And Additional Instructor'S Resources Are Available Online. O Student Solutions To Accompany Advanced Engineering Mathematics, Third Edition: This Student Supplement Contains The Answers To Every Third Problem In The Textbook, Allowing Students To Assess Their Progress And Review Key Ideas And Concepts Discussed Throughout The Text. ISBN: 0-7637-4095-0

    Due to the overlap of the mental health disciplines and of supervision modalities, the authors have integrated psychology, counseling, marriage and family therapy, and social work contributions into the central themes that dominate the study and practice of clinical supervision. The authors offer a comprehensive look at the supervision relationship that must develop if supervision is to be successful. In doing so, the book serves as a valuable resource for the practitioner as well as the scholar. The authors also address the professional issues of ethical and legal concerns, evaluation, and establishing a productive context for supervision; the practice issues of supervisor training and development; and the research issues affecting both the study and practice of supervision. Appendices offer additional resources. These include materials to assist the readers in training supervisors. They also include selected instruments that might be used by supervision researchers and practitioners. Clinical supervisors.

    Completely revised and updated, this new edition is the most accurate guide to national and international SW, MW, and FM broadcasting available. "The World Radio TV Handbook" is divided into a number of sections covering numerous topics, from National Radio - which looks at the world's domestic radio services, listed by country and including contact details, to International Radio - featuring full facts about all broadcasters transmitting internationally; and from Television Broadcasts - which details the world's main national broadcasters and large regional networks to frequency lists of all MW and international and domestic SW broadcasts. Also included in this revised edition is a reference section that contains listings of international and domestic transmitter sites, standard time and frequency transmissions, DX Club information, as well as other essential print and electronic resources.

    It explains how to set clear expectations and focus on the endpoint as opposed to managing the process that gets you there. With eyes set on getting rid of distractions, long meetings, and unnecessary updates, this book offers quick, everyday strategies to experience huge increases in productivity (without adding resources) and dramatic drops in turnover.Authors Ressler and Thompson began their work together at Best Buy where they are credited with revolutionizing the workplace Reframes thinking away from counting on general availability (Where's Bob?) to creating clear expectations (Does Bob know exactly what's expected of him?) Explains how to reduce the number of meetings while increasing their quality Shows how to eliminate scheduled events in order to increase critical thinking and improve communication ROWE is a bold, cultural transformation that permeates the attitudes and operating style of an entire workplace, leveling the playing field and giving people complete autonomy--to manage their measurable results using adult common sense.

    Ideal as a quick reference, Regular Expression Pocket Reference covers the regular expression APIs for Perl 5.8, Ruby (including some upcoming 1.9 features), Java, PHP, .NET and C#, Python, vi, JavaScript, and the PCRE regular expression libraries. This concise and easy-to-use reference puts a very powerful tool for manipulating text and data right at your fingertips. Composed of a mixture of symbols and text, regular expressions can be an outlet for creativity, for brilliant programming, and for the elegant solution. Regular Expression Pocket Reference offers an introduction to regular expressions, pattern matching, metacharacters, modes and constructs, and then provides separate sections for each of the language APIs, with complete regex listings including:Supported metacharacters for each language API Regular expression classes and interfaces for Ruby, Java, .NET, and C# Regular expression operators for Perl 5.8 Regular expression module objects and functions for Python Pattern-matching functions for PHP and the vi editor Pattern-matching methods and objects for JavaScript Unicode Support for each of the languages With plenty of examples and other resources, Regular Expression Pocket Reference summarizes the complex rules for performing this critical text-processing function, and presents this often-confusing topic in a friendly and well-organized format. This guide makes an ideal on-the-job companion.

    Hyne provides an easy-to-understand explanation of complex topics with pictures, graphs and illustrations covering everything on how oil and gas is formed; how to find commercial quantities; how to drill, evaluate and complete a well; all the way through production and improved oil recovery.

    The book teaches MATLAB as a technical programming language showing students how to write clean, efficient, and well-documented programs. It makes no pretense at being a complete description of all of MATLAB's hundreds of functions. Instead, it teaches students how to locate any desired function with MATLAB's extensive on line help facilities. Overall, students develop problem-solving skills and are equipped for future courses and careers using the power of MATLAB.

    Cognitive Behavioral Therapy, commonly known as CBT, has roots stretching back as far as the ancient Greeks. It is a talking cure – a branch of therapy widely regarded as effective in curing or at least alleviating the symptoms of a wide range of disorders from anorexia to post-traumatic stress disorder. INTRODUCING CBT FOR WORK – A PRACTICAL GUIDE focuses on how you can incorporate CBT’s insights to improve your time in the workplace, such as tackling lack of self-motivation or feelings of inadequacy, and replacing them with new ways of thinking that will make you both happier and more effective in your work. Whether you’re suffering from a particular complaint or simply feel that CBT’s measured and results-driven approach can be of benefit to you, this is the perfect concise guidebook.

    While these are essential, many young ecologists need to figure out how to actually do research themselves. How to Do Ecology provides nuts-and-bolts advice on how to develop a successful thesis and research program. This book presents different approaches to posing testable ecological questions. In particular, it covers the uses, strengths, and limitations of manipulative experiments in ecology. It will help young ecologists consider meaningful treatments, controls, replication, independence, and randomization in experiments, as well as where to do experiments and how to organize a season of work. This book also presents strategies for analyzing natural patterns, the value of alternative hypotheses, and what to do with negative results.Science is only part of being a successful ecologist. This engagingly written book offers students advice on working with other people and navigating their way through the land mines of research. Findings that don't get communicated are of little value. How to Do Ecology suggests effective ways to communicate information in the form of journal articles, oral presentations, and posters. Finally, it outlines strategies for developing successful grant and research proposals. Numerous checklists, figures, and boxes throughout the book summarize and reinforce the main points. In short, this book makes explicit many of the unspoken assumptions behind doing good research in ecology, and provides an invaluable resource for meaningful conversations among ecologists.

    This book provides coverage of pedagogy, and other topics such as sources of on-the-job conflict, how to use informational interviews, and others.

    Using contemporary design as a vehicle to describe production processes, this book covers a broad range of almost 90 production methods with descriptive text, specially commissioned diagrams, product shots, and photographs of the manufacturing process. It will appeal not only to product designers involved in lighting, consumer electronics, packaging, domestic accessories and tableware, but also to interior designers, furniture and graphic designers who need access to a range of production methods, as well as to all students of design.

    Levine, and many more." Included in this collection: "Less Is More: The Proper Use of Graphics for Effective Presentations" (Jerry Weissman) "Grabbing Your Audience's Attention Immediately: If You Don't, Your Presentation May Be Doomed" (Jerry Weissman) "Don't Make Them Think : Creating the Best Flow for the Elements of any Great Presentation" (Jerry Weissman) "Grab Your Audience's Attention: First Impressions Set the Presentation On or Off Course" (Mark Magnacca) "Presenting to Win: How to Use Animation Effectively to Tell Your Story" (Jerry Weissman) "Presenting Data in Charts and Tables: Categorical and Numerical Variables" (David M. Levine and David F. Stephan) "How to Get Your Presentation Audience to Aha " (Jerry Weissman) "Capturing Your Audience Immediately (and You Are Off to a Great Presentation )" (Jerry Weissman) "Great Questions: The Most Important Tool in a Manager's Toolbox" (Terry J. Fadem) "How to Guide Conversations Toward Extraordinary Results" (Jurgen Wolff) "Unasked Questions Are Foolish Ones" (Terry J. Fadem) "Create Your Personal Questioning Style" (Terry J. Fadem) "How to Keep the Email Monster from Eating You Alive" (Jurgen Wolff) "How to Ask the Best Probing Questions" (Terry J. Fadem) "The Role of Listening in Asking the Right Questions" (Terry J. Fadem)

    It presents the ideas and terminology essential to an understanding of balance sheets, income statements, and statements of cash flows. Every frame requires students to solve a problem involving accounting information - e.g., selecting a correct word from two choices, providing an answer, making a journal entry, or preparing a complete balance sheet.

    The long-anticipated revision of this best-selling text offers the most comprehensive, up-to-date introduction to the theory and practice of artificial intelligence. *NEW-Nontechnical learning material-Accompanies each part of the book. *NEW-The Internet as a sample application for intelligent systems-Added in several places including logical agents, planning, and natural language. *NEW-Increased coverage of material - Includes expanded coverage of: default reasoning and truth maintenance systems, including multi-agent/distributed AI and game theory; probabilistic approaches to learning including EM; more detailed descriptions of probabilistic inference algorithms. *NEW-Updated and expanded exercises-75% of the exercises are revised, with 100 new exercises. *NEW-On-line Java software. *Makes it easy for students to do projects on the web using intelligent agents. *A unified, agent-based approach to AI-Organizes the material around the task of building intelligent agents. *Comprehensive, up-to-date coverage-Includes a unified view of the field organized around the rational decision making pa