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.

    The Complete Guide to Running is divided into 10 key chapters:Getting StartedTrainingNutritionHealth & InjuryThe Mind & the Psychology of RunningCross TrainingWeight LossWomen's RunningThe Great OutdoorsRacingEach chapter brings you a selection of informative and inspiring articles with advice, tips and tricks to improve your running. There's everything from choosing the right shoe for you, how to feed your body to fuel your run to tricking your mind to break through mental barriers and even running for weight-loss.You'll find easy-to-follow training plans, nutrition information and inspirational stories from other runners. All this brought to you by a team of passionate runners with a wealth of knowledge and experience - the Runner's World team.

    Standards are emerging to meet the demands for cryptographic protection in most areas of data communications. Public-key cryptographic techniques are now in widespread use, especially in the financial services industry, in the public sector, and by individuals for their personal privacy, such as in electronic mail. This Handbook will serve as a valuable reference for the novice as well as for the expert who needs a wider scope of coverage within the area of cryptography. It is a necessary and timely guide for professionals who practice the art of cryptography. The Handbook of Applied Cryptography provides a treatment that is multifunctional: It serves as an introduction to the more practical aspects of both conventional and public-key cryptographyIt is a valuable source of the latest techniques and algorithms for the serious practitionerIt provides an integrated treatment of the field, while still presenting each major topic as a self-contained unitIt provides a mathematical treatment to accompany practical discussionsIt contains enough abstraction to be a valuable reference for theoreticians while containing enough detail to actually allow implementation of the algorithms discussedNow in its third printing, this is the definitive cryptography reference that the novice as well as experienced developers, designers, researchers, engineers, computer scientists, and mathematicians alike will use.

    s/t: Plato's original story of the lost city, continent, empire

    With problems and solutions. Includes 99 illustrations.

    Learn the importance of obedience to God's Word in planting seed for finances.

    Say you?re already an experienced photographer? The helpful tips and tricks in this friendly book will get you quickly up to speed on the D3100's new 14-megapixel sensor, continous video/live focus, full HD video, expanded autofocus, and more. As a seasoned instructor at the Palm Beach Photographic Center, Julie anticipates all questions, whether you?re a beginner or digital camera pro, and offers pages of easy-to-follow advice.Helps you get every bit of functionality out of the new Nikon D3100 camera Walks you through its exciting new features, including the 14-megapixel sensor, continous video/live focus, full HD video, expanded autofocus, and the updated in-camera menu Explores shooting in Auto mode, managing playback options, and basic troubleshooting Explains how to adjust the camera's manual settings for your own preferred exposure, lighting, focus, and color style Covers digital photo housekeeping tips?how to organize, edit, and share your files Tap all the tools in this hot new DSLR camera and start taking some great pix with Nikon D3100 For Dummies.

    The Art of Problem Solving, Volume 1, is the classic problem solving textbook used by many successful MATHCOUNTS programs, and have been an important building block for students who, like the authors, performed well enough on the American Mathematics Contest series to qualify for the Math Olympiad Summer Program which trains students for the United States International Math Olympiad team.Volume 1 is appropriate for students just beginning in math contests. MATHCOUNTS and novice high school students particularly have found it invaluable. Although the Art of Problem Solving is widely used by students preparing for mathematics competitions, the book is not just a collection of tricks. The emphasis on learning and understanding methods rather than memorizing formulas enables students to solve large classes of problems beyond those presented in the book.Speaking of problems, the Art of Problem Solving, Volume 1, contains over 500 examples and exercises culled from such contests as MATHCOUNTS, the Mandelbrot Competition, the AMC tests, and ARML. Full solutions (not just answers!) are available for all the problems in the solution manual.

    Their discussion ranges from the history of the field's intellectual foundations to the most recent developments and applications.Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives when interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the key ideas and algorithms of reinforcement learning. Their discussion ranges from the history of the field's intellectual foundations to the most recent developments and applications. The only necessary mathematical background is familiarity with elementary concepts of probability.The book is divided into three parts. Part I defines the reinforcement learning problem in terms of Markov decision processes. Part II provides basic solution methods: dynamic programming, Monte Carlo methods, and temporal-difference learning. Part III presents a unified view of the solution methods and incorporates artificial neural networks, eligibility traces, and planning; the two final chapters present case studies and consider the future of reinforcement learning.

    This edition contains NEW tables on Properties of Ionic Liquids, Solubilities of Hydrocarbons in Sea Water, Solubility of Organic Compounds in Superheated Water, and Nutritive Value of Foods. It also updates many tables including Critical Constants, Heats of Vaporization, Aqueous Solubility of Organic Compounds, Vapor Pressure of Mercury, Scientific Abbreviations and Symbols, and Bond Dissociation Energies. The 88th Edition also presents a new Foreword written by Dr. Harold Kroto, a 1996 Nobel Laureate in Chemistry.

    Using Carl Johan Calleman’s research, as well as the ideas of other Mayan Calendar scholars, Barbara Hand Clow examines 16.4 billion years of evolution to decode the creative patterns of Earth--the World Mind. These great patterns culminated in 2011, but subsequent astrological influences have continued to inspire us to attain oneness and enlightenment. The Mayan Code shows how the time cycles of the Calendar match important periods in the evolutionary data banks of Earth and the Milky Way Galaxy. These stages of evolution converged during the final stage of the Calendar, the period between 1999 and 2011. Evidence of the tightening spiral of time that we experience as time speeding up--war and territoriality, resource management and separation from nature--are all part of daily events we must process during the coming years. Barbara Hand Clow counsels that our own personal healing is the most important factor as we prepare to make this critical leap in human evolution--now referred to as the awakening of the World Mind.

    New to this third edition are expanded coverage of such important topics as surface boundary interfaces, improved discussions of such physical and mathematical laws as the Law of Biot and Savart and the Euler Momentum Integral. A very important new section on Computational Fluid Dynamics has been added for the very first time to this edition. Expanded and improved end-of-chapter problems will facilitate the teaching experience for students and instrutors alike. This book remains one of the most comprehensive and useful texts on fluid mechanics available today, with applications going from engineering to geophysics, and beyond to biology and general science. * Ample, useful end-of-chapter problems.* Excellent Coverage of Computational Fluid Dynamics.* Coverage of Turbulent Flows.* Solutions Manual available.

    Whatever your passion, Central America is jam-packed with possibilities. Written by experts who travel on your budget, this guide lets you go further, stay longer, and pay less for the adventure of a lifetime. The countries covered in this guide are: Panama, Costa Rica, Nicaragua, Honduras, El Salvador, Guatemala, Belize, and also part of Mexico—Quintana Roo, the Yucatan, and Chiapas states.Explore It All—in-depth coverage of all seven Central American nations, plus Mexico's Yucatan and Chiapas.Find Your Way—120 user-friendly maps plus detailed bus schedules and crucial border-crossing information.Rest Easy—lodging and restaurants that offer bang for your buck...plus the occasional splurge.Talk The Talk—comprehensive Language, Culture and Conduct sections keep you street-smart and clued-in. Who We Are At Lonely Planet, we see our job as inspiring and enabling travelers to connect with the world for their own benefit and for the benefit of the world at large. What We Do We offer travelers the world's richest travel advice, informed by the collective wisdom of over 350 Lonely Planet authors living in 37 countries and fluent in 70 languages. We are relentless in finding the special, the unique and the different for travellers wherever they are.When we update our guidebooks, we check every listing, in person, every time. We always offer the trusted filter for those who are curious, open minded and independent. We challenge our growing community of travelers; leading debate anddiscussion about travel and the world. We tell it like it is without fear or favor in service of the travelers; not clouded by any other motive. What We Believe We believe that travel leads to a deeper cultural understanding and compassion and therefore a better world.

    The realistic content of its examples and exercises, the clarity and brevity of its presentation, and the soundness of its pedagogical approach have received the highest remarks from both students and instructors. Now this bestseller is available in a new 6th edition.

    Now comes the ultimate in-depth guide to the turbulent and fascinating world featured in the game — The Old Republic.Created in full collaboration with LucasArts, this in-depth companion covers the spectrum of characters, weapons, vehicles, events, and planets of Star Wars: The Old Republic. More than just an encyclopedia, it is the ultimate guided tour of the dangerous and mysterious universe found in a galaxy far, far away.© 2012 Lucasfilm Ltd. ® & ™ All Rights Reserved. Used Under Authorization.