In this book, you’ll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch. If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get comfortable with the math and statistics at the core of data science, and with hacking skills you need to get started as a data scientist. Today’s messy glut of data holds answers to questions no one’s even thought to ask. This book provides you with the know-how to dig those answers out. Get a crash course in Python Learn the basics of linear algebra, statistics, and probability—and understand how and when they're used in data science Collect, explore, clean, munge, and manipulate data Dive into the fundamentals of machine learning Implement models such as k-nearest Neighbors, Naive Bayes, linear and logistic regression, decision trees, neural networks, and clustering Explore recommender systems, natural language processing, network analysis, MapReduce, and databases

    Its unique, full-color design highlights important concepts and makes content easy to understand. User-friendly features, clearly written content, and up-to-date material makes this resource ideal for both practitioners and radiography students preparing for the ARRT certification exam. Instructor resources are available; please contact your Elsevier sales representative for details.Broad coverage of topics in radiologic science includes radiologic physics, imaging, radiobiology, and radiation protection - as well as special topics in imaging such as mammography, fluoroscopy, spiral computed tomography, and cardiovascular interventional procedures.Vibrant, full-color design highlights learning features, math formulas, and key definitions and concepts by focusing attention on important information and making it easy to review content and formulas.Objectives, key terms, outlines, chapter introductions and summaries help students organize and understand information.Quick reference information (formulas, conversion tables, abbreviations, etc.) is printed on colored end sheets for easy access to frequently used information.End-of-chapter questions provide opportunities for students to review and assess what they've learned, using definition exercises, short answer, and calculations.Special icons designate Math Formulas boxes and Important Concepts boxes to highlight and emphasize the most important information or mathematical formulas as they appear in the chapters.The latest advances in radiologic science are included, with significant updates to chapters on Mammography, Interventional, Multislice Spiral CT, Digital Imaging and Radiation Protection.A new chapter on Digital Image Receptors provides an analysis of newer approaches to direct capture radiography and explores the benefits of new modalities, such as lower patient radiation dose.Key terms are bolded and defined when first encountered in the text, and each bolded key term is included in an expanded glossary.

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

    The authors present updated coverage of compilers based on research and techniques that have been developed in the field over the past few years. The book provides a thorough introduction to compiler design and covers topics such as context-free grammars, fine state machines, and syntax-directed translation.

    Introduction; Financial Institutions, Financial Intermediaries, and Asset Management Firms; Depository Institutions: Activities and Characteristics; The U.S. Federal Reserve and the Creation of Money; Monetary Policy in the United States; Insurance Companies; Investment Companies and Exchange-Traded Funds; Pension Funds; Properties and Pricing of Financial Assets; The Level and Structure of Interest Rates; The Term Structure of Interest Rates; Risk/Return and Asset Pricing Models; Primary Markets and the Underwriting of Securities; Secondary Markets; Treasury and Agency Securities Markets; Municipal Securities Markets; Markets for Common Stock: The Basic Characteristics; Markets for Common Stock: Structure and Organization; Markets for Corporate Senior Instruments: I; Markets for Corporate Senior Instruments: II; The Markets for Bank Obligations; The Residential Mortgage Market; Residential Mortgage-Backed Securities Market; Market for Commercial Mortgage Loans and Commercial Mortgage-Backed Securities; Market for Asset-Backed Securities; Financial Futures Markets; Options Markets; Pricing of Futures and Options Contracts; The Applications of Futures and Options Contracts; OTC Interest Rate Derivatives: Forward Rate Agreements, Swaps, Caps, and Floors; Market for Credit Risk Transfer Vehicles: Credit Derivatives and Collateralized Debt Obligations; The Market for Foreign Exchange and Risk Control Instruments MARKET "Foundations of Financial Markets and Institutions," offers a comprehensive exploration of the revolutionary developments occurring in the world's financial markets and institutions i.e., innovation, globalization, and deregulation with a focus on the actual practices of financial institutions, investors, and financial instruments."

    It explores the pioneering minds of Marx, Durkheim, and Weber, who developed our modern idea of society; and looks at the powerful influence of the works of early the sociologists Mead, Simmel, Freud, and Du Bois.

    Masterfully combining the results of years of teaching microeconomics at Harvard University, Andreu Mas-Colell, Michael Whinston, and Jerry Green have filled that conspicuous vacancy with their groundbreaking text, Microeconomic Theory.The authors set out to create a solid organizational foundation upon which to build the effective teaching tool for microeconomic theory. The result presents unprecedented depth of coverage in all the essential topics, while allowing professors to tailor-make their course to suit personal priorities and style. Topics such as noncooperative game theory, information economics, mechanism design, and general equilibrium under uncertainty receive the attention that reflects their stature within the discipline. The authors devote an entire section to game theory alone, making it free-standing to allow instructors to return to it throughout the course when convenient. Discussion is clear, accessible, and engaging, enabling the student to gradually acquire confidence as well as proficiency. Extensive exercises within each chapter help students to hone their skills, while the text's appendix of terms, fully cross-referenced throughout the previous five sections, offers an accessible guide to the subject matter's terminology. Teachers of microeconomics need no longer rely upon scattered lecture notes to supplement their textbooks. Deftly written by three of the field's most influential scholars, Microeconomic Theory brings the readability, comprehensiveness, and versatility to the first-year graduate classroom that has long been missing.

    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.

    It introduces marketing from the perspective of real people making real marketing decisions at leading companies "every day. "Learners will come to understand that marketing is about "creating value"-for customers, for companies, and for society as a whole-and they will see how that is accomplished in the real world. A five-part organization covers making marketing value decisions, identifying markets and understanding customers' needs for value, creating the value proposition, communicating the value proposition, and delivering the value proposition. For individuals interested in a career in marketing.

    The author shows how each manager must be a human resource problem solver. The tenth edition emphasises the most relevant and up-to-date practices.

    If you are interested in the theory or practice of valuation, you should have Damodaran on Valuation on your bookshelf. You can bet that I do. -- Michael J. Mauboussin, Chief Investment Strategist, Legg Mason Capital Management and author of More Than You Know: Finding Financial Wisdom in Unconventional Places In order to be a successful CEO, corporate strategist, or analyst, understanding the valuation process is a necessity. The second edition of Damodaran on Valuation stands out as the most reliable book for answering many of today's critical valuation questions. Completely revised and updated, this edition is the ideal book on valuation for CEOs and corporate strategists. You'll gain an understanding of the vitality of today's valuation models and develop the acumen needed for the most complex and subtle valuation scenarios you will face.

    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

    This book is about making those encounters as compelling as we can make them." -Harvey "Smokey" Daniels and Steven ZemelmanWe are specialists to the bone-in science, math, social studies, art, music, business, and foreign language. But now, the Common Core and state standards require us to help our students better understand the distinctive texts in our subject areas. "Nobody's making us into reading teachers," write Smokey Daniels and Steve Zemelman, "but we must become teachers of disciplinary thinking through our students' reading."If this shift sounds like a tough one, Subjects Matter, Second Edition is your solution. Smokey and Steve, two of America's most popular educators, share exactly what you need to help students read your nonfiction content closely and strategically: 27 proven teaching strategies that help meet-and exceed-the standards how-to suggestions for engaging kids with content through wide, real-world reading a lively look at using "boring" textbooks motivating instruction that's powered by student collaboration specifics for helping struggling readers succeed.Subjects Matter, Second Edition enables deep, thoughtful learning for your students, while keeping the irreverent, inspiring heart that's made the first edition indispensable. You'll discover fresh and re-energized lessons, completely updated research, and vibrant vignettes from new colleagues and old friends who have as much passion for their subjects as you do."We'll be using methods particular to our fields as well as engaging reading materials that help students understand and remember our content better," write Smokey and Steve. "We can realize that vision of the light going on in kids' heads and maybe fill them with enthusiasm about the amazing subject matter that we have to offer. Sound good? Let's get to work." Read a sample chapter from Subjects Matter, Second Edition.

    Focused on helping students understand and construct proofs and expanding their mathematical maturity, this best-selling text is an accessible introduction to discrete mathematics. Johnsonbaugh's algorithmic approach emphasizes problem-solving techniques. The Seventh Edition reflects user and reviewer feedback on both content and organization.