Dozens of examples in innumeracy show us how it affects not only personal economics and travel plans, but explains mis-chosen mates, inappropriate drug-testing, and the allure of pseudo-science.

    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

    Who Owns the Future? is his visionary reckoning with the most urgent economic and social trend of our age: the poisonous concentration of money and power in our digital networks.Lanier has predicted how technology will transform our humanity for decades, and his insight has never been more urgently needed. He shows how Siren Servers, which exploit big data and the free sharing of information, led our economy into recession, imperiled personal privacy, and hollowed out the middle class. The networks that define our world—including social media, financial institutions, and intelligence agencies—now threaten to destroy it.But there is an alternative. In this provocative, poetic, and deeply humane book, Lanier charts a path toward a brighter future: an information economy that rewards ordinary people for what they do and share on the web.

    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

    But as architect William McDonough and chemist Michael Braungart point out in this provocative, visionary book, such an approach only perpetuates the one-way, "cradle to grave" manufacturing model, dating to the Industrial Revolution, that creates such fantastic amounts of waste and pollution in the first place. Why not challenge the belief that human industry must damage the natural world? In fact, why not take nature itself as our model for making things? A tree produces thousands of blossoms in order to create another tree, yet we consider its abundance not wasteful but safe, beautiful, and highly effective.Waste equals food. Guided by this principle, McDonough and Braungart explain how products can be designed from the outset so that, after their useful lives, they will provide nourishment for something new. They can be conceived as "biological nutrients" that will easily reenter the water or soil without depositing synthetic materials and toxins. Or they can be "technical nutrients" that will continually circulate as pure and valuable materials within closed-loop industrial cycles, rather than being "recycled" -- really, downcycled -- into low-grade materials and uses. Drawing on their experience in (re)designing everything from carpeting to corporate campuses, McDonough and Braungart make an exciting and viable case for putting eco-effectiveness into practice, and show how anyone involved with making anything can begin to do as well.

    Based on research in the USA, Asia, Latin America, and Europe, it aims to formulate a systematic theory of the information society which takes account of the fundamental effects of information technology on the contemporary world.

    Why do we recognize patterns? Is there such a thing as positive stress? Are we genetically programmed to be in conflict with each other? Those are just some of the 150 questions that the world's best scientific minds answer with elegant simplicity.With contributions from Jared Diamond, Richard Dawkins, Nassim Taleb, Brian Eno, Steven Pinker, and more, everything is explained in fun, uncomplicated terms that make the most complex concepts easy to comprehend.

    My name's Frank Chimero. I've spent the better part of the last two years writing and speaking on design and thinking about the topics that orbit the practice: storytelling, concept, craft, and improvisation. I want to take all of the ideas I've had and connected these past few months and capture them in a book format.I've been teaching for the past 5 years, and I've always been a bit frustrated that there isn't a nice, concise book that overviews the mental state of a successful designer while they go through their creative process. For instance, many say that graphic design is visual communication. A cornerstone of communication is storytelling, and yet you'd be hard-pressed to find any discussion of how to tell stories with design in any design book. This should be remedied.There are new challenges in the world that need to be discussed, and I think design is a prime lens to consider these topics. As our world moves faster and as things become less stable, it becomes more important for individuals to embrace ambiguity, understand paradox, and realize that two things can conflict and still somehow both be true. We must realize that logic doesn't always work, and that sometimes nonsense is the best answer. These are the topics I intend to address in the book.The Shape of Design isn't going to be a text book. The project will be focused on Why instead of How. We have enough How; it's time for a thoughtful analysis of our practice and its characteristics so we can better practice our craft. After reading the book, I want you to look at what you do in a whole new light. Design is more than working for clients.But really, this book aims to look at the mindset and worldview that designing develops in order to answer one big, important question: How can we make things that help all of us live better?"

    More than 1300 logos are grouped according to their focal form, symbol, and graphic associations into 75 categories such as crosses, stars, crowns, animals, people, handwritten, illustrative type, etc. To emphasize the visual form of the logos, theyare shown predominantly in black and white. By sorting a vast, international array of current logotypesranging from those of small, design-led businesses to global brandsthe book offers design consultancies a ready resource to draw on in the research phase of identity projects. Logos are also indexed alphabetically by name of company/designer and by industrial sector, making it easy to piece together a picture of the state of the identity art in any client's marketplace.

    

    Lang, one of the worlds foremost origami artists and scientists, presents the never-before-described mathematical and geometric principles that allow anyone to design original origami, something once restricted to an elite few. From the theoretical underpinnings to detailed step-by-step folding sequences, this book takes a modern look at the centuries-old art of origami.

    This set couples a book containing the six easiest chapters from Richard P. Feynman's landmark work, Lectures on Physics—specifically designed for the general, non-scientist reader—with the actual recordings of the late, great physicist delivering the lectures on which the chapters are based. Nobel Laureate Feynman gave these lectures just once, to a group of Caltech undergraduates in 1961 and 1962, and these newly released recordings allow you to experience one of the Twentieth Century's greatest minds—as if you were right there in the classroom.

    Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach.The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package—PMTK (probabilistic modeling toolkit)—that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students.

    The highly readable texts and over 800 beautiful full-color images come together in a unique way to convey hidden dimensions of meaning. Each of the ca. 350 essays examines a given symbol’s psychic background, and how it evokes psychic processes and dynamics. Etymological roots, the play of opposites, paradox and shadow, the ways in which diverse cultures have engaged a symbolic image—all these factors are taken into consideration.Authored by writers from the fields of psychology, religion, art, literature, and comparative myth, the essays flow into each other in ways that mirror the psyche’s unexpected convergences. There are no pat definitions of the kind that tend to collapse a symbol; a still vital symbol remains partially unknown, compels our attention and unfolds in new meanings and manifestations over time. Rather than merely categorize, The Book of Symbols illuminates how to move from the visual experience of a symbolic image in art, religion, life, or dreams to directly experiencing its personal and psychological resonance.The Book of Symbols sets new standards for thoughtful exploration of symbols and their meanings, and will appeal to a wide range of readers: artists, designers, dreamers and dream interpreters, psychotherapists, self-helpers, gamers, comic book readers, religious and spiritual searchers, writers, students, and anyone curious about the power of archetypal images.

    Designers of digital technology products no longer regard their job as designing a physical object--beautiful or utilitarian--but as designing our interactions with it. In Designing Interactions, award-winning designer Bill Moggridge introduces us to forty influential designers who have shaped our interaction with technology. Moggridge, designer of the first laptop computer (the GRiD Compass, 1981) and a founder of the design firm IDEO, tells us these stories from an industry insider's viewpoint, tracing the evolution of ideas from inspiration to outcome. The innovators he interviews--including Will Wright, creator of The Sims, Larry Page and Sergey Brin, the founders of Google, and Doug Engelbart, Bill Atkinson, and others involved in the invention and development of the mouse and the desktop--have been instrumental in making a difference in the design of interactions. Their stories chart the history of entrepreneurial design development for technology.Moggridge and his interviewees discuss such questions as why a personal computer has a window in a desktop, what made Palm's handheld organizers so successful, what turns a game into a hobby, why Google is the search engine of choice, and why 30 million people in Japan choose the i-mode service for their cell phones. And Moggridge tells the story of his own design process and explains the focus on people and prototypes that has been successful at IDEO--how the needs and desires of people can inspire innovative designs and how prototyping methods are evolving for the design of digital technology.Designing Interactions is illustrated with more than 700 images, with color throughout. Accompanying the book is a DVD that contains segments from all the interviews intercut with examples of the interactions under discussion.Interviews with: Bill Atkinson - Durrell Bishop - Brendan Boyle - Dennis Boyle - Paul Bradley - Duane Bray - Sergey Brin - Stu Card - Gillian Crampton Smith - Chris Downs- Tony Dunne - John Ellenby - Doug Englebart - Jane Fulton Suri - Bill Gaver - Bing Gordon - Rob Haitani - Jeff Hawkins - Matt Hunter - Hiroshi Ishii - Bert Keely - David Kelley - Rikako Kojima - Brenda Laurel - David Liddle - Lavrans L?vlie - John Maeda - Paul Mercer - Tim Mott - Joy Mountford - Takeshi Natsuno - Larry Page - Mark Podlaseck - Fiona Raby - Cordell Ratzlaff - Ben Reason - Jun Rekimoto - Steve Rogers - Fran Samalionis - Larry Tesler - Bill Verplank - Terry Winograd - Will Wright