With it, you'll learn how to write Python programs that work with large collections of unstructured text. You'll access richly annotated datasets using a comprehensive range of linguistic data structures, and you'll understand the main algorithms for analyzing the content and structure of written communication.Packed with examples and exercises, Natural Language Processing with Python will help you: Extract information from unstructured text, either to guess the topic or identify "named entities" Analyze linguistic structure in text, including parsing and semantic analysis Access popular linguistic databases, including WordNet and treebanks Integrate techniques drawn from fields as diverse as linguistics and artificial intelligenceThis book will help you gain practical skills in natural language processing using the Python programming language and the Natural Language Toolkit (NLTK) open source library. If you're interested in developing web applications, analyzing multilingual news sources, or documenting endangered languages -- or if you're simply curious to have a programmer's perspective on how human language works -- you'll find Natural Language Processing with Python both fascinating and immensely useful.

    Allowing you to combine the various elements that make up your writing project, from outlines to research to note, Scrivener helped author Nicole Dionisio write two novels in a single year. Our manual outlines how to use Scrivener to make your writing better, and is useful for writers of all stripes – which includes you. It is 48 hours before your dissertation is due and, despite the chaos, you are trying to complete the final edits, because it’s the only choice you have.There is one problem — and it isn’t the pile of unclean dishes housing sea-green mold and chatty-vermin that has become your sink — it is your computer and it is time. You should be going faster then this, you put your blood-shot pounding head in your hands and groan, “Why am I going so slow? This computer is brand new... what is the problem?”It isn’t your computer’s specs. It is your writing process. It is because you have not yet started using Scrivener.It is opening up a new webpage or PDF every 15 minutes to fact-check research. It is switching back and forth be- tween this research, your outline, your bibliography, and your draft. It is waiting for your files to load, bouncing be- tween them, and getting lost in the quantity of windows on your computer screen or document.Scrivener has two key features: it loads all documents at once and it has many visual organizational tools. Scrivener has optimum productivity, thus it gives writers more time to actually write and accomplish their goals.This manual outlines: -Planning your manuscript-Importing existing documents into Scrivener-Collecting your notes-Organizing files and documents within Scrivener-Keeping track of your characters for fiction writing-Bringing it all together and writing your manuscript-The editing process, including sharing with beta readers.-Publishing your masterpiece online

    

    Survey Methodology describes the basic principles of survey design discovered in methodological research over recent years and offers guidance for making successful decisions in the design and execution of high quality surveys. Written by six nationally recognized experts in the field, this book covers the major considerations in designing and conducting a sample survey. Topical, accessible, and succinct, this book represents the state of the science in survey methodology. Employing the "total survey error" paradigm as an organizing framework, it merges the science of surveys with state-of-the-art practices. End-of-chapter terms, references, and exercises enhance its value as a reference for practitioners and as a text for advanced students.

    Jacobs′ well-organized and comprehensive summaries of the main theories and his illustrations of psychodynamic counselling drawn from his own work will inspire students and trainees on counselling and therapy courses. They will also interest (and create envy) in more experienced readers′ - Professor Andrew Samuels, Centre for Psychoanalytic Studies, University of Essex Psychodynamic Counselling in Action is widely regarded as the most accessible introduction to the psychodynamic approach, making it ideal for readers who are new to the subject.is widely regarded as the most accessible introduction to the psychodynamic approach, making it ideal for readers who are new to the subject.In this Third Edition of his bestselling book, Michael Jacobs describes the psychodynamic counselling process from initial meeting right through to the end of the relationship. He sets out the main theory and principles involved in psychodynamic work and - through two case studies - a man and a woman - shows how these can be applied creatively and effectively within the process. In updating the book, he has also extended his discussion of defences and the therapeutic relationship.Psychodynamic Counselling in Action has been instrumental in training many thousands of counsellors. Now in its Third Edition, it continues to be the essential text for a wide range of courses.

    Courses and books on basic statistics rarely cover the topic from a data science perspective. This practical guide explains how to apply various statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what's important and what's not.Many data science resources incorporate statistical methods but lack a deeper statistical perspective. If you're familiar with the R programming language, and have some exposure to statistics, this quick reference bridges the gap in an accessible, readable format.With this book, you'll learn:Why exploratory data analysis is a key preliminary step in data scienceHow random sampling can reduce bias and yield a higher quality dataset, even with big dataHow the principles of experimental design yield definitive answers to questionsHow to use regression to estimate outcomes and detect anomaliesKey classification techniques for predicting which categories a record belongs toStatistical machine learning methods that "learn" from dataUnsupervised learning methods for extracting meaning from unlabeled data

    The narcissist provides the direct and no-nonsense explanations and answers to the questions which matter most to you. The narcissist manages to keep a hook in you by leaving you with unanswered questions. These questions prevent you from gaining understanding, make you susceptible to the pull of the narcissist in the future and cause you untold anguish and anxiety. Not any more. A range of incisive questions covering the narcissistic spectrum of behaviours have been posed by those who have been on the receiving end of narcissistic behaviour. Real questions posed by those who know exactly what it is like to be held in the grasp of the narcissist. Real answers provided by the narcissist himself which will provide understanding, enlightenment and freedom.

    Fueled by significant benefits and an impressive portfolio of real-world applications already in production, Rails is destined to continue making significant inroads in coming years.Each new Rails application showing up on the web adds yet more to the collective wisdom of the Rails development community. Yesterday's best practices yield to today's latest and greatest techniques, as the state of the art is continually refined in kitchens all across the Internet. Indeed, these are times of great progress.At the same time, it's easy to get left behind in the wake of progress. Advanced Rails Recipes keeps you on the cutting edge of Rails development and, more importantly, continues to turn this fast-paced framework to your advantage.Advanced Rails Recipes is filled with pragmatic recipes you'll use on every Rails project. And by taking the code in these recipes and slipping it into your application you'll not only deliver your application quicker, you'll do so with the confidence that it's done right.The book includes contributions from Aaron Batalion, Adam Keys, Adam Wiggins, Andre Lewis, Andrew Kappen, Benjamin Curtis, Ben Smith, Chris Bernard, Chris Haupt, Chris Wanstrath, Cody Fauser, Dan Benjamin, Dan Manges, Daniel Fischer, David Bock, David Chelimsky, David Heinemeier Hansson, Erik Hatcher, Ezra Zygmuntowicz, Geoffrey Grosenbach, Giles Bowkett, Greg Hansen, Gregg Pollack, Hemant Kumar, Hugh Bien, Jamie Orchard-Hays, Jamis Buck, Jared Haworth, Jarkko Laine, Jason LaPier, Jay Fields, John Dewey, Jonathan Dahl, Josep Blanquer, Josh Stephenson, Josh Susser, Kevin Clark, Luke Francl, Mark Bates, Marty Haught, Matthew Bass, Michael Slater, Mike Clark, Mike Hagedorn, Mike Mangino, Mike Naberezny, Mike Subelsky, Nathaniel Talbott, PJ Hyett, Patrick Reagan, Peter Marklund, Pierre-Alexandre Meyer, Rick Olson, Ryan Bates, Scott Barron, Tony Primerano, Val Aleksenko, and Warren Konkel.

    A highly respected clinician and researcher, Dr. Trull examines the rigorous research training that clinicians receive, along with the empirically supported assessment methods and interventions that clinical psychologists must understand to be successful in the field. This new edition of Trull's best-selling text covers cutting-edge trends, and offers enhanced coverage of culture, gender and diversity, and contemporary issues of health care. Written to inspire students thinking of pursuing careers in the field of clinical psychology, this text is a complete introduction.

    In a field as rapidly expanding and diverse as I/O psychology, it's not easy finding a book with just the right balance. Fortunately, Paul Spector's Fourth Edition of Industrial and Organizational Psychology: Research and Practice is up to the job. A balance between cutting-edge topics and core material This Fourth Edition covers both the core material as well as newly emerging topics and cutting-edge findings. Inside, you'll find 125 new references, as well as the latest thinking on team job analysis, drug testing, group problem solving, group diversity, cross-cultural issues in leadership, and more. A balance between research and practice The text's balanced presentation of research and practice equips you with an understanding of the whole field. This balanced approach helps you see the relationship between the science and application of I/O psychology. You'll find detailed summaries of current research, including international studies. In addition, cases introduce you to the wide array of settings and applied work that involve I/O psychologists. A balance between employee performance and well-being I/O psychology isn't just about how the organization can use psychology to improve the efficiency and effectiveness of its workforce; it's also about improving the health of the workforce. This Fourth Edition provides more balance between these two over-arching areas of the field. Connect to online resources from the author's classroom. The author's website features class notes from his I/O psychology course, practice exams, internet exercises, I/O career information, and links to I/O instructor and student resources. Go to www.wiley.com/college/spector for help presenting and studying the material in your textbook, and use these resources to go beyond the text.

    Fundamentals of Biostatistics with CD-Rom.

    Updated web links and expanded appendices provide cutting edge information on action research along with new case studies and examples.

    All test questions are answered and explained. It also provides extensive subject review covering all test topics. Topics reviewed include research methods, the biological basis of behavior, sensation and perception, states of consciousness, learning, cognition, personality, abnormal psychology, and treatment of disorders. This manual also presents an overview of the test, extra multiple-choice practice questions, test-taking tips, and an analysis of the test’s essay question with a sample essay.

    Increasingly, the decisions that affect our lives--where we go to school, whether we can get a job or a loan, how much we pay for health insurance--are being made not by humans, but by machines. In theory, this should lead to greater fairness: Everyone is judged according to the same rules.But as mathematician and data scientist Cathy O'Neil reveals, the mathematical models being used today are unregulated and uncontestable, even when they're wrong. Most troubling, they reinforce discrimination--propping up the lucky, punishing the downtrodden, and undermining our democracy in the process.

    This is official Amazon Web Services (AWS) documentation for Amazon Compute Cloud (Amazon EC2).This guide explains the infrastructure provided by the Amazon EC2 web service, and steps you through how to configure and manage your virtual servers using the AWS Management Console (an easy-to-use graphical interface), the Amazon EC2 API, or web tools and utilities.Amazon EC2 provides resizable computing capacity—literally, server instances in Amazon's data centers—that you use to build and host your software systems.