Its techniques are widely applied in engineering, science, finance, and commerce. This book is designed for a short course on machine learning. It is a short course, not a hurried course. From over a decade of teaching this material, we have distilled what we believe to be the core topics that every student of the subject should know. We chose the title `learning from data' that faithfully describes what the subject is about, and made it a point to cover the topics in a story-like fashion. Our hope is that the reader can learn all the fundamentals of the subject by reading the book cover to cover. ---- Learning from data has distinct theoretical and practical tracks. In this book, we balance the theoretical and the practical, the mathematical and the heuristic. Our criterion for inclusion is relevance. Theory that establishes the conceptual framework for learning is included, and so are heuristics that impact the performance of real learning systems. ---- Learning from data is a very dynamic field. Some of the hot techniques and theories at times become just fads, and others gain traction and become part of the field. What we have emphasized in this book are the necessary fundamentals that give any student of learning from data a solid foundation, and enable him or her to venture out and explore further techniques and theories, or perhaps to contribute their own. ---- The authors are professors at California Institute of Technology (Caltech), Rensselaer Polytechnic Institute (RPI), and National Taiwan University (NTU), where this book is the main text for their popular courses on machine learning. The authors also consult extensively with financial and commercial companies on machine learning applications, and have led winning teams in machine learning competitions.

    Chemistry will never be the same!

    This Tenth Edition refines and builds upon traditions established when the book was first introduced: authoritative content blended with cutting-edge coverage of contemporary topics and cases and an unmatched selection of innovative, high-quality support materials.

    The 11th edition of this text continues to build on four major marketing themes: building and managing profitable customer relationships, building and managing strong brands to create brand equity, harnessing new marketing technologies in the digital age, and marketing in a socially responsible way around the globe.

    Drawing on her years of experience as a relationship coach and a teamwork consultant to Fortune 500 companies, Susan Campbell shows readers how to drastically improve the quality of their everyday interations by relying on a simple, straight-forward approach to communication and letting go of their need to control the outcome. Practical techniques for dropping one's defenses are offered, as well as a fresh new perspective on using intimate relationships as a form of spiritual practice. Other useful tools include seven statements designed to bring the reader's awareness into the present moment, as well as handy communication-enhancing phrases and Campbell's insights on the most commonly encountered problems.

    It includes even more new monographs and the latest FDA approvals. This updated edition is a book that students can count on with vital information for Peds, as well as precautions for all vulnerable populations. From pediatrics to geriatrics and from pregnancy to breast feeding considerations, "Davis's Drug Guide for Nurses" addresses the entire lifespan.

    The Seventh Edition contains the most current public health and clinical information and state-of-the-art, research-based recommendations.Coverage represents the fundamental knowledge, skills, and abilities (KSAs) that must be mastered by candidates for all ACSM certifications. Written by international experts in numerous fields, the Seventh Edition covers additional topics including arthritis, osteoporosis, dyslipidemia, immunology, and metabolic syndrome.

    Rothenberg deftly and consistently helps students analyze each phenomena, as well as the relationships among them, thereby deepening their understanding of each issue surrounding race and ethnicity.

    The premise for this unique approach is that business initiatives should drive technology choices. Every discussion first addresses the business needs and then addresses the technology that supports those needs. This text provides the foundation that will enable students to achieve excellence in business, whether they major in operations management, manufacturing, sales, marketing, finance, human resources, accounting, or virtually any other business discipline. Business Driven Information Systems is designed to give students the ability to understand how information technology can be a point of strength for an organization.

    It focuses on the important ideas of organic chemistry and backs them up with illustrations and challenging problems. The authors' acclaimed writing style makes this thorny subject easy to grasp and comprehend. The new edition brings the book to the forefront of the latest research developments.The book includes the ORGANIC VIEW CD, a browser-based study tool with animated 3D graphics, Drill/Review sections, and Practice Tests"The Chemistry of..." boxes throughout highlight biological and other real-world chemistryThis edition is completely up-to-date with the latest developments in the field

    Throughout the book the authors show how managers use financial theory to solve practical problems and as a way of learning how to respond to change by showing not just how but why companies and management act as they do. The text is comprehensive, authoritative, and modern and yet the material is presented at a common sense level. The discussions and illustrations are unique due to the depth of detail blended with a distinct sense of humor for which the book is well known and highly regarded. This text is a valued reference for thousands of practicing financial managers.

    This revision retains most of the text’s traditional features, including a middle-of-the-road approach and very current research, while updating and simplifying the exposition. This revision focuses on making the text even easier to teach from. The only pre-requisite continues to be principles of economics.

    Your guide to a higher math score on standardized tests*SATACT(R)ASVABGMAT(R)GRE(R)CBEST(R)PRAXIS I(R)GED(R) And More!Why CliffsNotes?Go with the name you know and trustGet the information you need-fast!About the Contents:IntroductionHow to use this bookOverview of the examsPart I: Basic Skills ReviewArithmetic and Data AnalysisAlgebraPart II: Strategies and PracticeMathematical AbilityQuantitative ComparisonData SufficiencyEach section includes a diagnostic test, explanations of rules, concepts withexamples, practice problems with complete explanations, a review test, and aglossary!Test-Prep Essentials from the Experts at CliffsNotes(R)For more test-prep help, visit CliffsNotes.com(R)*SAT is a registered trademark of the College Board, which was not involved inthe production of, and does not endorse, this product.

    Behavior analysts offer a worldview of the human condition different than almost any other professional perspective. To a behavior analyst, human behavior is largely learned and subject to change if the right variables are put into play. This is an empowering outlook, providing an opportunity for individuals to analyze the actions of those around them and an understanding of why others exhibit such behavior.Practical, clear, and direct, this book addresses basic questions such as how behavior analysis is different from psychotherapy, what analysis involves, and the meaning of evidence-based treatment. A chapter on Applications presents tips on using behavioral procedures to improve lives and deal with others, and articulates how behavioral procedures are used in community settings. In question and answer format, the text thoroughly covers 50 frequently asked questions about behavior analysis in an educational and entertaining manner. It was developed out of questions raised by students in behavior analysis classes over the last 35 years, as well as questions raised by consumers of behavior analysis services.This text is written for all professionals concerned with behavior, including undergraduate students in psychology and behavior analysis, parents, teachers, employers, and employees. The book can easily be used as a supplement to primary texts in introductory psychology courses, and the exercises that follow each question can be used to stimulate lively discussion in role-play and other active learning situations.

    Turn to any page, and you'll find essential point-of-care guidance on all the major conditions seen in clinical medicine. Completely updated to reflect all the major advances and new clinical developments, the new edition of the Manual is the most indispensable yet. It continues to focus on diagnosis and therapy with an emphasis on patient care and offers authoritative, high-yield coverage of: Etiology and epidemiology Clinically relevant pathophysiology Signs & Symptoms o Differential Diagnosis Physical and Laboratory Findings Therapeutics o Practice GuidelinesNEW FEATURESFull-color presentation for the first time!Full-color images of clinical conditions encountered in dermatology, cardiology, and eye diseases New chapters on end-of-life care, congenital heart disease in the adult patient, non-invasive cardiac examination, and metabolic syndromeLook for these other great Harrison's titles:Harrison's Principles of Internal Medicine, 17eHarrison's Online available through Accessmedicine.com