Now that machine learning is thriving, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.By using concrete examples, minimal theory, and two production-ready Python frameworks—Scikit-Learn and TensorFlow—author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You’ll learn how to use a range of techniques, starting with simple Linear Regression and progressing to Deep Neural Networks. If you have some programming experience and you’re ready to code a machine learning project, this guide is for you.This hands-on book shows you how to use:Scikit-Learn, an accessible framework that implements many algorithms efficiently and serves as a great machine learning entry pointTensorFlow, a more complex library for distributed numerical computation, ideal for training and running very large neural networksPractical code examples that you can apply without learning excessive machine learning theory or algorithm details

    We have Mindstorms to thank for that. In this book, pioneering computer scientist Seymour Papert uses the invention of LOGO, the first child-friendly programming language, to make the case for the value of teaching children with computers. Papert argues that children are more than capable of mastering computers, and that teaching computational processes like de-bugging in the classroom can change the way we learn everything else. He also shows that schools saturated with technology can actually improve socialization and interaction among students and between students and teachers.

    This text for advanced grammar courses is a comprehensive description of sentence structure that encourages students to recognise and use their innate language expertise as they study the systematic nature of sentence grammar.

    In 10 Things Every Writer Needs to Know, Jeff Anderson focuses on developing the concepts and application of ten essential aspects of good writing—motion, models, focus, detail, form, frames, cohesion, energy, words, and clutter.Throughout the book, Jeff provides dozens of model texts, both fiction and nonfiction, that bring alive the ten things every writer needs to know. By analyzing strong mentor texts, young writers learn what is possible and experiment with the strategies professional writers use. Students explore, discover, and apply what makes good writing work. Jeff dedicates a chapter to each of the ten things every writer needs to know and provides mini-lessons, mentor texts, writing process strategies, and classroom tips that will motivate students to confidently and competently take on any writing task.With standardized tests and Common Core Curriculum influencing classrooms nationwide, educators must stay true to what works in writing instruction. 10 Things Every Writer Needs to Know keeps teachers on track—encouraging, discovering, inspiring, reminding, and improving writing through conversation, inquiry, and the support of good writing behaviors.

    Numerous examples throughout the book show students what should and should not be done when writing reviews.- Emphasizes critical analysis of reports of empirical research in academic journals--making it ideal as a supplement for research methods courses. This book makes it possible for students to work independently on a critical literature review as a term project.- Nine model literature reviews at the end of the book provide the stimulus for homework assignments and classroom discussions.- The activities at the end of each chapter keep students moving toward their goal of writing a polished, professional review of academic literature.- Most examples include material from recently published research. Includes nine model literature reviews for discussion and evaluation.Table of ContentsChapters1 Writing Reviews of Academic Literature: An Overview2 Considerations in Writing Reviews for Specific Purposes3 Selecting a Topic and Identifying Literature for Review4 General Guidelines for Analyzing Literature5 Analyzing Quantitative Research Literature6 Analyzing Qualitative Research Literature7 Building Tables to Summarize Literature8 Synthesizing Literature Prior to Writing a Review9 Guidelines for Writing a First Draft10 Guidelines for Developing a Coherent Essay11 Guidelines on Style, Mechanics, and Language Usage12 Incorporating Feedback and Refining the First Draft13 Preparing a Reference List14 Comprehensive Self-Editing Checklist for Refining the Final DraftModel Literature Reviews for Discussion and EvaluationReview A: Cyberbullying Among College StudentsJournal of School ViolenceReview B: Waterpipe Smoking Among College Students in the United StatesJournal of American College HealthReview C: The Effect of Student Discussion Frequency on Mathematics AchievementThe Journal of Experimental EducationReview D: Behaviors in Couples With a History of InfidelityJournal of Family PsychologyReview E: The Prevalence of Stalking Among College StudentsJournal of American College HealthReview F: School Social Workers' Experiences With Youth Suicidal BehaviorChildren & SchoolsReview G: Demographic and Academic Trends in Drinking Patterns and Alcohol-Related ProblemsJournal of Alcohol and Drug EducationReview H: Overnight Stays and Children's Relationships With Resident and Nonresident Parents After DivorceJournal of Family IssuesReview I: Language Brokering: An Integrative Review of the LiteratureHispanic Journal of Behavioral SciencesProfessor Reviews"Students have found Writing "Literature reviews one of the most helpful books.... Even students not in the course have gone to the bookstore looking for this book."-- Kathleen N. Bondy, University of Central Arkansas"Lucid, readable, and concise. Excellent detailed table of contents. Good full-length examples of literature reviews."-- Paul K. Dezendorf, East Carolina University"Excellent. A concise, 'task analytic' presentation of the complex steps necessary in writing literature reviews."-- Tom Cooke, Sonoma State University"Readable, concise, clear overview of the subject. My students rave about it. One said, 'I will keep this book for my whole master's [in nursing] program.'"-- Madge M. D

    In this all-new second edition of a best-selling classic, today's most successful freelance writers, including Robert Bly, Linda Formichelli, Kelly James-Enger, Jenna Glatzer, and others, provide up-to-date information on e-querying, writing for digital media, knowing your e-rights, and the core topics of magazine article writing. You'll learn how to:find and query article ideasplan your research and interviewsidentify potential marketsstructure the most common types of articleswork with editorsnegotiate contractssell reprint rightsbe a successful freelance writerWriter's Digest Handbook of Magazine Article Writing contains everything you need to successfully break into this popular market or to continue developing your magazine writing skills.

     -Byte, September 1995 I can't begin to tell you how many pleasurable hours of study and recreation they have afforded me! I have pored over them in cars, restaurants, at work, at home... and even at a Little League game when my son wasn't in the line-up. -Charles Long If you think you're a really good programmer... read [Knuth's] Art of Computer Programming... You should definitely send me a resume if you can read the whole thing. -Bill Gates It's always a pleasure when a problem is hard enough that you have to get the Knuths off the shelf. I find that merely opening one has a very useful terrorizing effect on computers. -Jonathan Laventhol This first volume in the series begins with basic programming concepts and techniques, then focuses more particularly on information structures-the representation of information inside a computer, the structural relationships between data elements and how to deal with them efficiently. Elementary applications are given to simulation, numerical methods, symbolic computing, software and system design. Dozens of simple and important algorithms and techniques have been added to those of the previous edition. The section on mathematical preliminaries has been extensively revised to match present trends in research. Ebook (PDF version) produced by Mathematical Sciences Publishers (MSP), http: //msp.org

    Having grown up poor and been labeled this way, nationally acclaimed educator and author Mike Rose takes us into classrooms and communities to reveal what really lies behind the labels and test scores. With rich detail, Rose demonstrates innovative methods to initiate "problem" students into the world of language, literature, and written expression. This book challenges educators, policymakers, and parents to re-examine their assumptions about the capacities of a wide range of students.Already a classic, Lives on the Boundary offers a truly democratic vision, one that should be heeded by anyone concerned with America's future.A mirror to the many lacking perfect grammar and spelling who may see their dreams translated into reality after all. -Los Angeles Times Book Review Vividly written . . . tears apart all of society's prejudices about the academic abilities of the underprivileged. -New York Times

    This pioneering book is a vital resource for all those involved in publishing studies, library studies, book history and also those studying English literature, cultural studies, sociology and history.

    The authors review their earlier findings and then synthesize what has been learned since 1990 about college's influences on students' learning. The book also discusses the implications of the findings for research, practice, and public policy. This authoritative and comprehensive analysis of the literature on college-impact is required reading for anyone interested in higher education practice, policy, and promise3/4faculty, administrators, researchers, policy analysts, and decision-makers at every level.

    This book shows you how and gives you hundreds of lesson-planning ideas and strategies for every grade level and subject. Discover new educational tools that support research-based instruction, and learn ways to use technologies you already know to * Create and use advance organizers and nonlinguistic representations * Help students take notes, summarize content, and make comparisons * Engage students in cooperative learning * Help students generate and test hypotheses * Support students in practicing new skills and doing homework * Reinforce students? efforts through formative assessment and feedback Getting this guide ensures you always know when to use educational technologies, which ones are best for a learning task, and how they help students use new learning strategies.

    As language evolves faster than ever before, what is the future of "correct" writing? When Favilla was tasked with creating a style guide for BuzzFeed, she opted for spelling, grammar, and punctuation guidelines that would reflect not only the site's lighthearted tone but also how readers actually use language IRL.With wry cleverness and an uncanny intuition for the possibilities of internet-age expression, Favilla makes a case for breaking the rules laid out by Strunk and White: A world without "whom," she argues, is a world with more room for writing that's clear, timely, pleasurable, and politically aware. Featuring priceless emoji strings, sidebars, quizzes, and style debates among the most lovable word nerds in the digital media world--of which Favilla is queen--A World Without "Whom" is essential for readers and writers of virtually everything: news articles, blog posts, tweets, texts, emails, and whatever comes next--so basically everyone.

    Use them to pry, chip, yank and sift good characters out of the place where they live in your memory, your imagination and your soul.Award-winning author Orson Scott Card explains in depth the techniques of inventing, developing and presenting characters, plus handling viewpoint in novels and short stories. With specific examples, he spells out your narrative options–the choices you'll make in creating fictional people so "real" that readers will feel they know them like members of their own families.You'll learn how to: draw the characters from a variety of sources, including a story's basic idea, real life–even a character's social circumstances make characters show who they are by the things they do and say, and by their individual "style" develop characters readers will love–or love to hate distinguish among major characters, minor characters and walk-ons, and develop each one appropriately choose the most effective viewpoint to reveal the characters and move the storytelling decide how deeply you should explore your characters' thoughts, emotions and attitudes

    Drawing on feedback from thousands of educators around the world who have used the UbD framework since its introduction in 1998, the authors have revised and expanded their original work to guide educators across the K16 spectrum in the design of curriculum, assessment, and instruction. With an improved UbD Template at its core, the book explains the rationale of backward design and explores in greater depth the meaning of such key ideas as essential questions and transfer tasks. Readers will learn why the familiar coverage- and activity-based approaches to curriculum design fall short, and how a focus on the six facets of understanding can enrich student learning. With an expanded array of practical strategies, tools, and examples from all subject areas, the book demonstrates how the research-based principles of Understanding by Design apply to district frameworks as well as to individual units of curriculum. Combining provocative ideas, thoughtful analysis, and tested approaches, Understanding by Design, Expanded 2nd Edition, offers teacher-designers a clear path to the creation of curriculum that ensures better learning and a more stimulating experience for students and teachers alike.

    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.