With the sophisticated algorithms in this book, you can write smart programs to access interesting datasets from other web sites, collect data from users of your own applications, and analyze and understand the data once you've found it.Programming Collective Intelligence takes you into the world of machine learning and statistics, and explains how to draw conclusions about user experience, marketing, personal tastes, and human behavior in general -- all from information that you and others collect every day. Each algorithm is described clearly and concisely with code that can immediately be used on your web site, blog, Wiki, or specialized application. This book explains:Collaborative filtering techniques that enable online retailers to recommend products or media Methods of clustering to detect groups of similar items in a large dataset Search engine features -- crawlers, indexers, query engines, and the PageRank algorithm Optimization algorithms that search millions of possible solutions to a problem and choose the best one Bayesian filtering, used in spam filters for classifying documents based on word types and other features Using decision trees not only to make predictions, but to model the way decisions are made Predicting numerical values rather than classifications to build price models Support vector machines to match people in online dating sites Non-negative matrix factorization to find the independent features in a dataset Evolving intelligence for problem solving -- how a computer develops its skill by improving its own code the more it plays a game Each chapter includes exercises for extending the algorithms to make them more powerful. Go beyond simple database-backed applications and put the wealth of Internet data to work for you. "Bravo! I cannot think of a better way for a developer to first learn these algorithms and methods, nor can I think of a better way for me (an old AI dog) to reinvigorate my knowledge of the details."-- Dan Russell, Google "Toby's book does a great job of breaking down the complex subject matter of machine-learning algorithms into practical, easy-to-understand examples that can be directly applied to analysis of social interaction across the Web today. If I had this book two years ago, it would have saved precious time going down some fruitless paths."-- Tim Wolters, CTO, Collective Intellect

    We depend more than we realize on wishful thinking and romanticized ideas of history. In the new paperback edition of this fascinating book, a book that has appeared on MSNBC, CNBC, Slashdot.org, Lifehacker.com and in The New York Times, bestselling author Scott Berkun pulls the best lessons from the history of innovation, including the recent software and web age, to reveal powerful and suprising truths about how ideas become successful innovations -- truths people can easily apply to the challenges of today. Through his entertaining and insightful explanations of the inherent patterns in how Einstein’s discovered E=mc2 or Tim Berner Lee’s developed the idea of the world wide web, you will see how to develop existing knowledge into new innovations.Each entertaining chapter centers on breaking apart a powerful myth, popular in the business world despite it's lack of substance. Through Berkun's extensive research into the truth about innovations in technology, business and science, you’ll learn lessons from the expensive failures and dramatic successes of innovations past, and understand how innovators achieved what they did -- and what you need to do to be an innovator yourself. You'll discover:Why problems are more important than solutionsHow the good innovation is the enemy of the greatWhy children are more creative than your co-workersWhy epiphanies and breakthroughs always take timeHow all stories of innovations are distorted by the history effectHow to overcome people’s resistance to new ideasWhy the best idea doesn’t often winThe paperback edition includes four new chapters, focused on appling the lessons from the original book, and helping you develop your skills in creative thinking, pitching ideas, and staying motivated."For centuries before Google, MIT, and IDEO, modern hotbeds of innovation, we struggled to explain any kind of creation, from the universe itself to the multitudes of ideas around us. While we can make atomic bombs, and dry-clean silk ties, we still don’t have satisfying answers for simple questions like: Where do songs come from? Are there an infinite variety of possible kinds of cheese? How did Shakespeare and Stephen King invent so much, while we’re satisfied watching sitcom reruns? Our popular answers have been unconvincing, enabling misleading, fantasy-laden myths to grow strong." -- Scott Berkun, from the text"Berkun sets us free to change the world." -- Guy Kawasaki, author of Art of the StartScott was a manager at Microsoft from 1994-2003, on projects including v1-5 (not 6) of Internet Explorer. He is the author of three bestselling books, Making Things Happen, The Myths of Innovation and Confessions of a Public Speaker. He works full time as a writer and speaker, and his work has appeared in The New York Times, Forbes magazine, The Economist, The Washington Post, Wired magazine, National Public Radio and other media. He regularly contributes to Harvard Business Review and Bloomberg Businessweek, has taught creative thinking at the University of Washington, and has appeared as an innovation and management expert on MSNBC and on CNBC. He writes frequently on innovation and creative thinking at his blog: scottberkun.com and tweets at @berkun.

    It blends practical and theoretical coverage, while maintaining an appropriate rigor and a clear writing style. Its unifying theme is that security markets are nearly efficient, meaning that most securities are priced appropriately given their risk and return attributes. The text places greater emphasis on asset allocation and offers a much broader and deeper treatment of futures, options, and other derivative security markets than most investment texts. It is also the only graduate Investments text to offer an online homework management system, McGraw-Hill's "Connect Finance."

    The book is divided into two parts. Part One focuses on the seven fundamental principles of good technical writing, such as knowing one's purpose and audience, thinking visually, and writing ethically. Part Two covers the formats of reports and correspondence. Four appendices contain three sample reports and a student proposal. The Elements of Technical Writing concentrates on the essentials, providing students with precisely the information needed to produce effective technical documents and no more.

    It is written for courses teaching leadership theory and application. The Leadership Experience integrates recent ideas and practices with established scholarly research in a way that makes the topic of leadership come alive.

    Organized around a strategic marketing framework"Services Marketing" guides readers into the consumer and competitive environments in services marketing. The marketing framework has been restructured for this edition to reflect what is happening in services marketing today.

    An ideal resource for managers at every stage of the game, this book offers insight to help both players and coaches maximise their success.

    Emphasis is placed on the standardized and systematic process for initial assessment. It is the intent of the TNCC to enhance the nurse's ability to rapidly and accurately assess the patient's responses to the trauma event and to work within the context of a trauma team. It is anticipated that the knowledge and skills learned in the TNCC will ultimately contribute to a decrease in the morbidity and mortality associated with trauma. This Revised Printing of the new Sixth Edition of the TNCC's Provider Manual had been updated by members of the TNCC Revision Workgroup and trauma nursing experts in both the United States and internationally.

    In this Twelfth Edition of Bove� and Thill's Excellence in Business Communication , the most significant and recent technology-related changes affecting the business world are thoroughly discussed. Not to be forgotten, the text continues to emphasize fundamental skills and principles, including the importance of writing, listening, presenting, and other components of business communication. Featuring practical advice, time-tested processes, and real-world examples, Excellence in Business Communication is the premier text for honing and developing essential communication skills. KEY TOPICS: Building a Career with Your Communication Skills; Professional Communication in a Digital, Social, Mobile World; Collaboration, Interpersonal Communication, and Business Etiquette; Communication Challenges in a Diverse, Global Marketplace; Planning Business Messages; Writing Business Messages; Completing Business Messages; Crafting Messages for Digital Channels; Writing Routine and Positive Messages; Writing Negative Messages; Writing Persuasive Messages; Planning Reports and Proposals; Writing Reports and Proposals; Completing Reports and Proposals; Designing and Delivering Business Presentations; Building Careers and Writing R�sum�s; Applying and Interviewing for Employment MARKET: For anyone interested in writing business letters, emails, memos, and reports.

    In Richard Halgin and Susan Krauss Whitbourne’s Abnormal Psychology: Clinical Perspectives on Psychological Disorders, students are shown the human side of Abnormal Psychology. Through the wide

    For the first time, William Poundstone reveals the toughest questions used at Microsoft and other Fortune 500 companies -- and supplies the answers. He traces the rise and controversial fall of employer-mandated IQ tests, the peculiar obsessions of Bill Gates (who plays jigsaw puzzles as a competitive sport), the sadistic mind games of Wall Street (which reportedly led one job seeker to smash a forty-third-story window), and the bizarre excesses of today's hiring managers (who may start off your interview with a box of Legos or a game of virtual Russian roulette). How Would You Move Mount Fuji? is an indispensable book for anyone in business. Managers seeking the most talented employees will learn to incorporate puzzle interviews in their search for the top candidates. Job seekers will discover how to tackle even the most brain-busting questions, and gain the advantage that could win the job of a lifetime. And anyone who has ever dreamed of going up against the best minds in business may discover that these puzzles are simply a lot of fun. Why are beer cans tapered on the end, anyway?

    This guide also helps you understand the many data-mining techniques in use today.Based on an MBA course Provost has taught at New York University over the past ten years, Data Science for Business provides examples of real-world business problems to illustrate these principles. You’ll not only learn how to improve communication between business stakeholders and data scientists, but also how participate intelligently in your company’s data science projects. You’ll also discover how to think data-analytically, and fully appreciate how data science methods can support business decision-making.Understand how data science fits in your organization—and how you can use it for competitive advantageTreat data as a business asset that requires careful investment if you’re to gain real valueApproach business problems data-analytically, using the data-mining process to gather good data in the most appropriate wayLearn general concepts for actually extracting knowledge from dataApply data science principles when interviewing data science job candidates

    Communication is also emphasized, with a focus on how to document and communicate project developments, both within and outside of the team. In-depth coverage of planning, scheduling and cost management is also provided. The authors' goal is to provide many cases that are fun and elicit interesting debates, and this edition includes new end-of-chapter cases. In addition, all new up-to-date Real World Project Management vignettes are included at the beginning and within each chapter, giving you a taste of how project management is practically applied in the workplace. Key points of each chapter are highlighted in Critical Success Factor boxes, providing an overview of the main ideas covered within the chapter. End-of-chapter materials contain questions and Internet exercises that allow you to apply the concepts covered in the chapter. Sprinkled throughout each chapter are boxed questions designed to test your comprehension of key concepts. A trial version of Microsoft Office Project 2007 is included for student use on class projects.

    It’s helpful for learning Agile and Scrum, and also for a basic preparation for the PSM I exam (Professional Scrum Master level 1). It can also act as a simple reference for Scrum practitioners.

    You'll master the Unity toolset from the ground up, adding the skills you need to go from application coder to game developer. Based on Unity version 5.About the BookThis book helps readers build successful games with the Unity game development platform. You will use the powerful C# language, Unity's intuitive workflow tools, and a state-of-the-art rendering engine to build and deploy mobile, desktop, and console games. Unity's single codebase approach minimizes inefficient switching among development tools and concentrates your attention on making great interactive experiences.Unity in Action teaches you how to write and deploy games. You'll master the Unity toolset from the ground up, adding the skills you need to go from application coder to game developer. Each sample project illuminates specific Unity features and game development strategies. As you read and practice, you'll build up a well-rounded skill set for creating graphically driven 2D and 3D game applications.You'll need to know how to program, in C# or a similar OO language. No previous Unity experience or game development knowledge is assumed.