This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree- based methods, support vector machines, clustering, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform. Two of the authors co-wrote The Elements of Statistical Learning (Hastie, Tibshirani and Friedman, 2nd edition 2009), a popular reference book for statistics and machine learning researchers. An Introduction to Statistical Learning covers many of the same topics, but at a level accessible to a much broader audience. This book is targeted at statisticians and non-statisticians alike who wish to use cutting-edge statistical learning techniques to analyze their data. The text assumes only a previous course in linear regression and no knowledge of matrix algebra.

    In this revision, the author takes a structured approach to explaining how networks function.

    Because no one can be an expert on everything, designers have always had to scramble to find the information and know-how required to make a design work - until now. Universal Principles of Design is the first cross-disciplinary reference of design. Richly illustrated and easy to navigate, this book pairs clear explanations of the design concepts featured with visual examples of those concepts applied in practice. From the 80/20 rule to chunking, from baby-face bias to Ockham's razor, and from self-similarity to storytelling, 100 design concepts are defined and illustrated for readers to expand their knowledge.This landmark reference will become the standard for designers, engineers, architects, and students who seek to broaden and improve their design expertise.

    did for crafters, this book will teach all types of creatives illustrators, photographers, graphic designers, animators, and more how to build a successful business doing what they love. Freelancing pros Meg Mateo Ilasco and Joy Deangdeelert Cho explain everything from creating a standout portfolio to navigating the legal issues of starting a business. Accessible, spunky, and packed with practical advice, Creative, Inc. is an essential for anyone ready to strike out on their own.

    Writing is hard work and can be difficult to wedge into a frenetic academic schedule.This revised and updated edition of Paul Silvia's popular guide provides practical, light-hearted advice to help academics overcome common barriers and become productive writers. Silvia's expert tips have been updated to apply to a wide variety of disciplines, and this edition has a new chapter devoted to grant and fellowship writing.

    More than a detailed history of a museum and tourist attraction, it examines the packaging of American history, and consumerism and the manufacturing of cultural beliefs. Through extensive fieldwork—including numerous site visits, interviews with employees and visitors, and archival research—Richard Handler and Eric Gable illustrate how corporate sensibility blends with pedagogical principle in Colonial Williamsburg to blur the lines between education and entertainment, patriotism and revisionism.During much of its existence, the "living museum" at Williamsburg has been considered a patriotic shrine, celebrating the upscale lifestyles of Virginia’s colonial-era elite. But in recent decades a new generation of social historians has injected a more populist and critical slant to the site’s narrative of nationhood. For example, in interactions with museum visitors, employees now relate stories about the experiences of African Americans and women, stories that several years ago did not enter into descriptions of life in Colonial Williamsburg. Handler and Gable focus on the way this public history is managed, as historians and administrators define historiographical policy and middle-level managers train and direct front-line staff to deliver this "product" to the public. They explore how visitors consume or modify what they hear and see, and reveal how interpreters and craftspeople resist or acquiesce in being managed. By deploying the voices of these various actors in a richly textured narrative, The New History in an Old Museum highlights the elements of cultural consensus that emerge from this cacophony of conflict and negotiation.

    Since then, Cassidy has made it his mission to remind us of how essential librarians and libraries are to our communities. His subjects are men and women of all ages, backgrounds, and personal style-from pink hair and leather jackets to button-downs and blazers. In short, not necessarily what one thinks a librarian looks like. The nearly 220 librarians photographed also share their personal thoughts on what it means to be a librarian. This is What A Librarian Looks Like also includes original essay by some of our most beloved writers, journalists, and commentators including Neil Gaiman, George R.R. Martin, Nancy Pearl, Cory Doctorow, Paula Poundstone, Amanda Palmer, Peter Sagal, Jeff VanderMeer, John Scalzi, Sara Farizan, Amy Dickinson, and others. Cassidy also profiles a handful of especially influential librarians and libraries.

    Renowned classicist Lionel Casson takes us on a lively tour, from the royal libraries of the most ancient Near East, through the private and public libraries of Greece and Rome, down to the first Christian monastic libraries. To the founders of the first public libraries of the Greek world goes the credit for creating the prototype of today’s library buildings and the science of organizing books in them.Casson recounts the development of ancient library buildings, systems, holdings, and patrons, addressing questions on a wide variety of topics, such as:• What was the connection between the rise in education and literacy and the growth of libraries?• Who contributed to the early development of public libraries, especially the great library at Alexandria?• What did ancient libraries include in their holdings?• How did ancient libraries acquire books?• What was the nature of publishing in the Greek and Roman world?• How did different types of users (royalty, scholars, religious figures) and different kinds of “books” (tablets, scrolls, codices) affect library arrangements?• How did Christianity transform the nature of library holdings?Just as a library yields unexpected treasures to a meandering browser, this entertaining book offers to its perusers the surprising history of the rise and development of ancient libraries—a fascinating story never told before.

    This book demolishes the conventional notion that there is one true history and one best way to teach it.

    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.

    You'll learn the principles of good product behavior and gain an understanding of Cooper's Goal-Directed Design method, which involves everything from conducting user research to defining your product using personas and scenarios. Ultimately, you'll acquire the knowledge to design the best possible digital products and services.

    Less inventory. The highest quality cars with the fewest defects of any competing manufacturer. In factories around the globe, Toyota consistently raises the bar for manufacturing, product development, and process excellence. The result is an amazing business success story: steadily taking market share from price-cutting competitors, earning far more profit than any other automaker, and winning the praise of business leaders worldwide.The Toyota Way reveals the management principles behind Toyota's worldwide reputation for quality and reliability. Dr. Jeffrey Liker, a renowned authority on Toyota's Lean methods, explains how you can adopt these principles--known as the "Toyota Production System" or "Lean Production"--to improve the speed of your business processes, improve product and service quality, and cut costs, no matter what your industry.Drawing on his extensive research on Toyota, Dr. Liker shares his insights into the foundational principles at work in the Toyota culture. He explains how the Toyota Production System evolved as a new paradigm of manufacturing excellence, transforming businesses across industries. You'll learn how Toyota fosters employee involvement at all levels, discover the difference between traditional process improvement and Toyota's Lean improvement, and learn why companies often think they are Lean--but aren't.

    Jeffrey Kottler provides a candid account of the profound ways in which therapists influence clients and, in turn, are impacted personally and professionally by these encounters. He shows how therapists can learn, develop, and grow during the process of therapy and explains how practitioners can use the professional skills and insights gained from their sessions to address their own personal issues, realize positive change in themselves, and so become better helpers for others. This thoroughly revised edition includes discussion about how the business and practice of therapy has changed in recent years, the effects of technology and managed care, the breakdown of theoretical orientation, and the greater client diversity represented in contemporary practice.

    It is the product of preparation and effort, and it's within reach of everyone who wants to achieve it. All it takes is the willingness to make creativity a habit, an integral part of your life: In order to be creative, you have to know how to prepare to be creative. In The Creative Habit, Tharp takes the lessons she has learned in her remarkable thirty-five-year career and shares them with you, whatever creative impulses you follow -- whether you are a painter, composer, writer, director, choreographer, or, for that matter, a businessperson working on a deal, a chef developing a new dish, a mother wanting her child to see the world anew. When Tharp is at a creative dead end, she relies on a lifetime of exercises to help her get out of the rut, and The Creative Habit contains more than thirty of them to ease the fears of anyone facing a blank beginning and to open the mind to new possibilities. Tharp's exercises are practical and immediately doable -- for the novice or expert. In "Where's Your Pencil?" she reminds us to observe the world -- and get it down on paper. In "Coins and Chaos," she provides the simplest of mental games to restore order and peace. In "Do a Verb," she turns your mind and body into coworkers. In "Build a Bridge to the Next Day," she shows how to clean your cluttered mind overnight. To Tharp, sustained creativity begins with rituals, self-knowledge, harnessing your memories, and organizing your materials (so no insight is ever lost). Along the way she leads you by the hand through the painful first steps of scratching for ideas, finding the spine of your work, and getting out of ruts into productive grooves. In her creative realm, optimism rules. An empty room, a bare desk, a blank canvas can be energizing, not demoralizing. And in this inventive, encouraging book, Twyla Tharp shows us how to take a deep breath and begin!

    With The AP Stylebook in hand, you can learn how to write and edit with the clarity and professionalism for which they are famous. Fully revised and updated, this new edition contains more than 3,000 A to Z entries—including more than 200 new ones—detailing the AP’s rules on grammar, spelling, punctuation, capitalization, abbreviation, and word and numeral usage. You’ll find answers to such wide-ranging questions as: ·        When should the names of government bodies be spelled out and when should they be abbreviated?·        What are the general definitions of the major religious movements?·        Which companies do the big media conglomerates own?·        Who are all the members of the British Commonwealth?·        How should box scores for baseball games be filed?·        What constitutes “fair use”?·        What exactly does the Freedom of Information Act cover? With invaluable additional sections on the unique guidelines for business and sports reporting and on how you can guard against libel and copyright infringement, The AP Stylebook is the one reference that all writers, editors, and students cannot afford to be without.