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

    

    Now that machine learning is thriving, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.By using concrete examples, minimal theory, and two production-ready Python frameworks—Scikit-Learn and TensorFlow—author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You’ll learn how to use a range of techniques, starting with simple Linear Regression and progressing to Deep Neural Networks. If you have some programming experience and you’re ready to code a machine learning project, this guide is for you.This hands-on book shows you how to use:Scikit-Learn, an accessible framework that implements many algorithms efficiently and serves as a great machine learning entry pointTensorFlow, a more complex library for distributed numerical computation, ideal for training and running very large neural networksPractical code examples that you can apply without learning excessive machine learning theory or algorithm details

    It is also a practical, modern introduction to scientific computing in Python, tailored for data-intensive applications. This is a book about the parts of the Python language and libraries you'll need to effectively solve a broad set of data analysis problems. This book is not an exposition on analytical methods using Python as the implementation language.Written by Wes McKinney, the main author of the pandas library, this hands-on book is packed with practical cases studies. It's ideal for analysts new to Python and for Python programmers new to scientific computing.Use the IPython interactive shell as your primary development environmentLearn basic and advanced NumPy (Numerical Python) featuresGet started with data analysis tools in the pandas libraryUse high-performance tools to load, clean, transform, merge, and reshape dataCreate scatter plots and static or interactive visualizations with matplotlibApply the pandas groupby facility to slice, dice, and summarize datasetsMeasure data by points in time, whether it's specific instances, fixed periods, or intervalsLearn how to solve problems in web analytics, social sciences, finance, and economics, through detailed examples

    Written by Magnus Lie Hetland, author of Beginning Python, this book is sharply focused on classical algorithms, but it also gives a solid understanding of fundamental algorithmic problem-solving techniques.The book deals with some of the most important and challenging areas of programming and computer science, but in a highly pedagogic and readable manner. The book covers both algorithmic theory and programming practice, demonstrating how theory is reflected in real Python programs. Well-known algorithms and data structures that are built into the Python language are explained, and the user is shown how to implement and evaluate others himself.

    At each stage, students are asked to apply critical thinking skills as they learn key concepts. Accounts of real researchers designing and analysing experiments are punctuated by questions and exercises.

    New Spotlight figures integrate brief text and visuals for easy reading. This package contains: Fundamentals of Anatomy & Physiology, Ninth Edition

    Random genetic mutation, long believed to be the main source of variation, is only a marginal factor. As the authors demonstrate in this book, the more important source of speciation, by far, is the acquisition of new genomes by symbiotic merger. The result of thirty years of delving into a vast, mostly arcane literature, this is the first book to go beyond -- and reveal the severe limitations of -- the "Modern Synthesis" that has dominated evolutionary biology for almost three generations. Lynn Margulis, whom E. O. Wilson called "one of the most successful synthetic thinkers in modern biology," and her co-author Dorion Sagan have written a comprehensive and scientifically supported presentation of a theory that directly challenges the assumptions we hold about the variety of the living world.

    But while conventional products say they'll make you more beautiful, they contain toxins and preservatives that are both bad for the environment and bad for your body--including synthetic fragrances, petrochemicals, and even formaldehyde. In the end, they damage your natural vitality and good looks.Fortunately, fashion writer, nutritionist, and beauty maven Julie Gabriel helps you find the true path to natural, healthy, green beauty. She helps you decipher labels on every cosmetic product you pick up and avoid toxic and damaging chemicals with her detailed Toxic Ingredients List. You'll learn valuable tips on what your skin really needs to be healthy, glowing, and youthful.Julie goes one-step further--and shows you how to make your own beauty products that feed your skin, save your bank account, and are healthy for your body and the environment, such as: - Cleansing creams and oils - toners - facials - under eye circle remedies - anti-aging serums - lip balms - scrubs - exfoliators - clay and cleansing masks- moisturizers - acne treatments - makeup remover - teeth whiteners - shampoos, conditioners - fragrances - sun protection - bug repellants - baby products - and much more!With her friendly, thorough, and helpful advice; fabulous beauty recipes; product recommendations and ratings; Toxic Ingredients List; and a complete appendix of online resources, Julie Gabriel gives you all the information you need to go green without going broke and become a more natural, healthy, and beautiful you.

    The chapters introduce each of the main neurotransmitters involved with behavior, discuss its role in the brain, present some background on how it is generally turned on and off, and explain ways to influence it through what we consume.

    For the first time, these books are available as a boxed, three-volume set. The handsome slipcase makes this set an ideal gift for the recent computer science graduate or professional programmer. Offering a description of classical computer science, this multi-volume work is a useful resource in programming theory and practice for students, researchers, and practitioners alike. For programmers, it offers cookbook solutions to their day-to-day problems.

    In The Dance of Life, developmental and stem-cell biologist Magdalena Zernicka-Goetz takes us to the front lines of efforts to understand the creation of a human life. She has spent two decades unraveling the mysteries of development, as a simple fertilized egg becomes a complex human being of forty trillion cells. Zernicka-Goetz's work is both incredibly practical and astonishingly vast: her groundbreaking experiments with mouse, human, and artificial embryo models give hope to how more women can sustain viable pregnancies. Set at the intersection of science's greatest powers and humanity's greatest concern, The Dance of Life is a revelatory account of the future of fertility -- and life itself.

    This book also aids loved ones in accepting the disorder and offering support. Inside you'll find authoritative details on the causes of BPD and proven treatments, as well as advice on working with therapists, managing symptoms, and enjoying a full life.Review the basics of BPD -- discover the symptoms of BPD and the related emotional problems, as well as the cultural, biological, and psychological causes of the diseaseUnderstand what goes wrong -- explore impulsivity, emotional dysregulation, identity problems, relationship conflicts, black-and-white thinking, and difficulties in perception; and identify the areas where you may need helpMake the choice to change -- find the right care provider, overcome common obstacles to change, set realistic goals, and improve your physical and emotional stateEvaluate treatments for BPD -- learn about the current treatments that really work and develop a plan for addressing the core symptoms of BPDIf someone you love has BPD -- see how to identify triggers, handle emotional upheavals, set clear boundaries, and encourage your loved one to seek therapyOpen the book and find:The major characteristics of BPDWho gets BPD -- and whyRecent treatment advancesIlluminating case studiesStrategies for calming emotions and staying in controlA discussion of medication optionsWays to stay healthy during treatmentTips for explaining BPD to othersHelp for parents whose child exhibits symptomsTreatment options that work and those you should avoid

    Without ignoring any details, this biography recounts the fame, music, drugs, sex, alcohol, politics, women, and loves of his life.

    It tells the fascinating and frequently astounding story of how the massive enterprise to restructure the genetic core of the world's food supply came into being, how it advanced by consistently violating the protocols of science, and how for more than three decades, hundreds of eminent biologists and esteemed institutions have systematically contorted the truth in order to conceal the unique risks of its products-and get them onto our dinner plates.Altered Genes, Twisted Truth provides a graphic account of how this elaborate fraud was crafted and how it not only deceived the general public, but Bill Clinton, Bill Gates, Barack Obama and a host of other astute and influential individuals as well. The book also exposes how the U.S. Food and Drug Administration (FDA) was induced to become a key accomplice--and how it has broken the law and repeatedly lied in order to usher genetically engineered foods onto the market without the safety testing that's required by federal statute. As a result, for fifteen years America's families have been regularly ingesting a group of novel products that the FDA's own scientific staff had previously determined to be unduly hazardous to human health.By the time this gripping story comes to a close, it will be clear that the degradation of science it documents has not only been unsavory but unprecedented--and that in no other instance have so many scientists so seriously subverted the standards they were trained to uphold, misled so many people, and imposed such magnitude of risk on both human health and the health of the environment.