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

    Recreational marijuana is now legal in four states--Washington, Colorado, Oregon, and Alaska--and Washington, DC, while medical marijuana is legal in 25 states and counting. This definitive, hands-on, and experienced guide to the new world of decriminalized recreational marijuana, written by the lovingly blunt and unfailingly witty David Schmader, will educate and entertain the novice and experienced user alike. Complete with history, ways to enjoy, recipes, safety and legality tips, and medical-use information, this witty guide is perfect for gift giving.

    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

    Ultimate Speed Secrets is the indispensable tool to help make you faster, whatever your driving goals.  Professional race driver and coach Ross Bentley has raced everything from Indycars to World Sports Cars to production sedans, on ovals, road courses, and street circuits around the world. His proven high-performance driving techniques benefit novice drivers as well as professional racers. Ultimate Speed Secrets covers everything you need to know to maximize your potential and your car:Choosing the correct lineOvertaking maneuversAdapting to new tracks and carsThe mental game and dealing with adversityFinding (and keeping) a sponsor.The pages are filled with specially commissioned color diagrams to illustrate the concepts described. Whether you are a track-day novice or a seasoned professional, Ultimate Speed Secrets will arm you with practical information to lower your lap times and help you get the best out of your vehicle—and yourself. It’s the ultimate high-performance driving tutorial!

    With it has come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but are often expressed with different terminology. This book describes the important ideas in these areas in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics. It should be a valuable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learning (prediction) to unsupervised learning. The many topics include neural networks, support vector machines, classification trees and boosting—the first comprehensive treatment of this topic in any book. Trevor Hastie, Robert Tibshirani, and Jerome Friedman are professors of statistics at Stanford University. They are prominent researchers in this area: Hastie and Tibshirani developed generalized additive models and wrote a popular book of that title. Hastie wrote much of the statistical modeling software in S-PLUS and invented principal curves and surfaces. Tibshirani proposed the Lasso and is co-author of the very successful An Introduction to the Bootstrap. Friedman is the co-inventor of many data-mining tools including CART, MARS, and projection pursuit.

    Tie Knots unravels the history of ties, the story of the discovery of the new knots and some very elegant mathematics in action. If Einstein had been left alone in Tie Rack for long enough perhaps he would have worked it out : why do people tie their ties in only 4 ways? And how many other possibilities are there? Two Cambridge University physicists, research fellows working from the Cavendish laboratories, have discovered via a recherche branch of mathematics - knot theory - that although only four knots are traditionally used in tying neck ties another 81 exist. This is the story of their discovery, of the history of neck ties and of the equations that express whether a tie is handsome or not. Of the 81 new knots, 6 are practical and elegant. We now have somewhere else to go after the Pratt, the Four-in-Hand, the Full and Half Windsor. Sartorial stylishness is wrapped effortlessly around popular mathematics. A concept developed to describe the movement of gas molecules - the notion of persistent walks around a triangular lattice - also describes the options for tie tying. Pure maths becomes pure fashion in a delightfully designed little package from Fourth Estate.

    The Natural Approach, widely associated with Tracy Terrell, introduces students to language inductively, by exposing them to vocabulary and structures in the context of lively activities. In this communicative approach, grammar explanations and practice are an aid to leaning the language, not an end in themselves. The Natural Approach in general - and Kontakte 3rd edition in particular - are highly communicative and create a spontaneous and low-anxiety classroom atmosphere in which the focus is first on comprehension, then on communication. Kontakte 3rd edition emphasizes culture as well as communication, with a variety of boxes, readings, and interactive culture-based activities. The third edition of Kontakte also includes a new listening comprehension tape that instructors can use in class as well as a new video, new interactive software and additional new supplements.

    The appearance of such a new voice is something of an event, and that's what we'd call the publication of The Voyager's Handbook."--Blue Water SailingThis inspirational and comprehensive manual leads you step by step through every aspect of choosing, planning, and following the voyager's life. Using three example boats representing three cruising lifestyles--Simplicity, Moderation, and Highlife--Beth Leonard helps make your bluewater dreams come true, whether you're sailing on a shoestring or a CEO's pension. Starting with the things you can't do without--an enthusiastic crew, a seaworthy boat, and, of course, money--Leonard offers sage advice on how to select crewmembers who are truly committed to the voyage, how to choose the right boat for you, and how to find just the right approach to financing your voyage and making the most of every dollar spent.Managing life from a floating home and keeping that home livable, seaworthy, and safe requires you to become, among other things, the ship's purser, engineer, doctor, cook, and cruise director. You'll discover how to prepare for these new roles and put necessary equipment and arrangements in place before you untie your docklines. This exquisitely detailed guide also helps you master the skills you'll need to handle a boat at sea with a small crew, includingWeather forecastingPassage planningWatchkeepingHeavy-weather sailingEmergency managementMidocean repairsComplete with dozens of easy-to-use graphs and tables for quick reference, along with the hard-won wisdom of experienced cruisers, The Voyager's Handbook is the ultimate resource for anyone who is planning, preparing for, or just dreaming about a great adventure on the high seas.

    In this unconventional introduction, physicist Leonard Susskind and hacker-scientist George Hrabovsky offer a first course in physics and associated math for the ardent amateur. Unlike most popular physics books—which give readers a taste of what physicists know but shy away from equations or math—Susskind and Hrabovsky actually teach the skills you need to do physics, beginning with classical mechanics, yourself. Based on Susskind's enormously popular Stanford University-based (and YouTube-featured) continuing-education course, the authors cover the minimum—the theoretical minimum of the title—that readers need to master to study more advanced topics.An alternative to the conventional go-to-college method, The Theoretical Minimum provides a tool kit for amateur scientists to learn physics at their own pace.

    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.

    "Using Econometrics: A Practical Guide "provides readers with a practical introduction that combines single-equation linear regression analysis with real-world examples and exercises. This text also avoids complex matrix algebra and calculus, making it an ideal text for beginners. New problem sets and added support make "Using Econometrics" modern and easier to use.

    This compact volume offers an integrated guide to the major grammatical concepts needed for writing and speaking Swedish.

    Schwartz, Ph.D., there is compelling scientific evidence that we no longer have to accept God on faith alone. Through a multidisciplinary approach, Harvard University-educated Dr. Schwartz blends psychology, quantum physics, and mathematics to examine the science of spirit. Faith and science are not mutually exclusive, and a better understanding of their relationship can lead us to recognize how God operates in everything.Trained in the scientific method as an "open-minded skeptic," Dr. Schwartz was taught how to raise questions, turn them into hypotheses, and design experiments to test them. He was not trained to consider the nature of God. And yet, his scientific research led him directly to the discovery of God's existence in intelligent evolution and everyday life.Scientifically rigorous and spiritually reassuring, this eye-opening book is a wake-up call for anyone who wonders about life's true meaning and who longs to believe in the existence of a universal intelligence.

    Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning.The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

    Its organization and thoroughness are unsurpassed, putting it above similar review books. Students who thoroughly read this book should have no trouble successfully completing their psychiatry clerkship and passing the shelf exam. As course director for the core psychiatry clerkship at my institution, I will recommend this book to students."--Doody's Review Service"First Aid for the Psychiatry Clerkship" gives you the core information needed to impress on the wards and pass the psychiatry clerkship exam. Written by students who know what it takes to succeed, and based on the national guidelines for the psychiatry clerkship, the book is filled with mnemonics, ward and exam tips, tables, clinical images, algorithms, and newly added mini-cases.Features Completely revised based on the psychiatry clerkship's core competencies Written by medical students who passed and reviewed by faculty for accuracy NEW integrated mini-cases illustrate classic patient presentations and/or commonly tested scenarios NEW illustrations and management algorithms Updated throughout with enhanced sections on medications, depression/anxiety, and child psychiatry Helps students hone in on the most important concepts for the clerkship and the examThe content you need to ace the clerkship: Section I: How to Succeed in the Psychiatry Clerkship Section II: High-Yield Facts; Examination and Diagnosis; Psychotic Disorders; Mood Disorders; Anxiety and Adjustment Disorders; Personality Disorders; Substance-Related Disorders; Cognitive Disorders; Geriatric Disorders; Psychiatric Disorders in Children; Dissociative Disorders; Somataform and Factitious Disorders; Impulse Control Disorders; Eating Disordes; Disorders; Sleep Disorders; Sexual Disorders; Psychtherapies; Psychopharmacology; Legal Issues; Section III: Awards and Opportunities.