The Data Science Design Manual

The Data Science Design Manual

Author: Steven S. Skiena

Publisher: Springer

Published: 2017-07-01

Total Pages: 456

ISBN-13: 3319554441

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This engaging and clearly written textbook/reference provides a must-have introduction to the rapidly emerging interdisciplinary field of data science. It focuses on the principles fundamental to becoming a good data scientist and the key skills needed to build systems for collecting, analyzing, and interpreting data. The Data Science Design Manual is a source of practical insights that highlights what really matters in analyzing data, and provides an intuitive understanding of how these core concepts can be used. The book does not emphasize any particular programming language or suite of data-analysis tools, focusing instead on high-level discussion of important design principles. This easy-to-read text ideally serves the needs of undergraduate and early graduate students embarking on an “Introduction to Data Science” course. It reveals how this discipline sits at the intersection of statistics, computer science, and machine learning, with a distinct heft and character of its own. Practitioners in these and related fields will find this book perfect for self-study as well. Additional learning tools: Contains “War Stories,” offering perspectives on how data science applies in the real world Includes “Homework Problems,” providing a wide range of exercises and projects for self-study Provides a complete set of lecture slides and online video lectures at www.data-manual.com Provides “Take-Home Lessons,” emphasizing the big-picture concepts to learn from each chapter Recommends exciting “Kaggle Challenges” from the online platform Kaggle Highlights “False Starts,” revealing the subtle reasons why certain approaches fail Offers examples taken from the data science television show “The Quant Shop” (www.quant-shop.com)


Firethorne

Firethorne

Author: Elizabeth Lutz

Publisher: Createspace Independent Publishing Platform

Published: 2015-04-28

Total Pages: 80

ISBN-13: 9781511944663

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Literary Journal of Gustavus Adolphus College, St. Peter, MN


Proxies

Proxies

Author: Dylan Mulvin

Publisher: MIT Press

Published: 2021-08-17

Total Pages: 289

ISBN-13: 0262361949

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How those with the power to design technology, in the very moment of design, are allowed to imagine who is included--and who is excluded--in the future. Our world is built on an array of standards we are compelled to share. In Proxies, Dylan Mulvin examines how we arrive at those standards, asking, "To whom and to what do we delegate the power to stand in for the world?" Mulvin shows how those with the power to design technology, in the very moment of design, are allowed to imagine who is included--and who is excluded--in the future. For designers of technology, some bits of the world end up standing in for other bits, standards with which they build and calibrate. These "proxies" carry specific values, even as they disappear from view. Mulvin explores the ways technologies, standards, and infrastructures inescapably reflect the cultural milieus of their bureaucratic homes. Drawing on archival research, he investigates some of the basic building-blocks of our shared infrastructures. He tells the history of technology through the labor and communal practices of, among others, the people who clean kilograms to make the metric system run, the women who pose as test images, and the actors who embody disease and disability for medical students. Each case maps the ways standards and infrastructure rely on prototypical ideas of whiteness, able-bodiedness, and purity to control and contain the messiness of reality. Standards and infrastructures, Mulvin argues, shape and distort the possibilities of representation, the meaning of difference, and the levers of change and social justice.


The Senses

The Senses

Author: Ellen Lupton

Publisher: Chronicle Books

Published: 2018-07-24

Total Pages: 232

ISBN-13: 1616897740

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A powerful reminder to anyone who thinks design is primarily a visual pursuit, The Senses accompanies a major exhibition at the Cooper-Hewitt Smithsonian Design Museum that explores how space, materials, sound, and light affect the mind and body. Learn how contemporary designers, including Petra Blaisse, Bruce Mau, Malin+Goetz and many others, engage sensory experience. Multisensory design can solve problems and enhance life for everyone, including those with sensory disabilities. Featuring thematic essays on topics ranging from design for the table to tactile graphics, tactile sound, and visualizing the senses, this book is a call to action for multisensory design practice. The Senses: Design Beyond Vision is mandatory reading for students and professionals working in diverse fields, including products, interiors, graphics, interaction, sound, animation, and data visualization, or anyone seeking the widest possible understanding of design. The book, designed by David Genco with Ellen Lupton, is edited by Lupton and curator Andrea Lipps. Includes essays by Lupton, Lipps, Christopher Brosius, Hansel Bauman, Karen Kraskow, Binglei Yan, and Simon Kinnear.


Mick

Mick

Author: Christopher Andersen

Publisher: Simon and Schuster

Published: 2012-07-10

Total Pages: 372

ISBN-13: 1451661444

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Shares insights into the iconic rock-and-roll performer's life, from his substance abuse challenges and his bisexual history to his connections to the British royal family and the secret attempt on his life.


Teaching Tech Together

Teaching Tech Together

Author: Greg Wilson

Publisher: CRC Press

Published: 2019-10-08

Total Pages: 229

ISBN-13: 1000728153

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Hundreds of grassroots groups have sprung up around the world to teach programming, web design, robotics, and other skills outside traditional classrooms. These groups exist so that people don't have to learn these things on their own, but ironically, their founders and instructors are often teaching themselves how to teach. There's a better way. This book presents evidence-based practices that will help you create and deliver lessons that work and build a teaching community around them. Topics include the differences between different kinds of learners, diagnosing and correcting misunderstandings, teaching as a performance art, what motivates and demotivates adult learners, how to be a good ally, fostering a healthy community, getting the word out, and building alliances with like-minded groups. The book includes over a hundred exercises that can be done individually or in groups, over 350 references, and a glossary to help you navigate educational jargon.


From Bud to Brain: A Psychiatrist's View of Marijuana

From Bud to Brain: A Psychiatrist's View of Marijuana

Author: Timmen L. Cermak

Publisher: Cambridge University Press

Published: 2020-04-02

Total Pages: 257

ISBN-13: 1108597572

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The trend toward liberalizing medical and recreational marijuana use is increasing the obligation on clinicians to provide useful information to the public. This book summarizes the science all healthcare professionals need to know in order to provide objective and relevant information to a variety of patients, from recreational and medicinal users to those who use regularly, and to adolescents and worried parents. The author brings two and a half decades of studying cannabinoid research, and over forty years' experience in psychiatric and addiction medicine practice, to shed light on the interaction between marijuana and the brain. Topics range from how marijuana produces pleasurable sensations, relaxation and novelty (the 'high'), to emerging medical uses, effects of regular use, addiction, and policy. Principles of motivational interviewing are outlined to help clinicians engage patients in meaningful, non-judgmental conversations about their experiences with marijuana. An invaluable guide for physicians, nurses, psychologists, therapists, and counsellors.


Soil and Culture

Soil and Culture

Author: Edward R. Landa

Publisher: Springer Science & Business Media

Published: 2010-01-28

Total Pages: 485

ISBN-13: 9048129605

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SOIL: beneath our feet / food and fiber / ashes to ashes, dust to dust / dirt!Soil has been called the final frontier of environmental research. The critical role of soil in biogeochemical processes is tied to its properties and place—porous, structured, and spatially variable, it serves as a conduit, buffer, and transformer of water, solutes and gases. Yet what is complex, life-giving, and sacred to some, is ordinary, even ugly, to others. This is the enigma that is soil. Soil and Culture explores the perception of soil in ancient, traditional, and modern societies. It looks at the visual arts (painting, textiles, sculpture, architecture, film, comics and stamps), prose & poetry, religion, philosophy, anthropology, archaeology, wine production, health & diet, and disease & warfare. Soil and Culture explores high culture and popular culture—from the paintings of Hieronymus Bosch to the films of Steve McQueen. It looks at ancient societies and contemporary artists. Contributors from a variety of disciplines delve into the mind of Carl Jung and the bellies of soil eaters, and explore Chinese paintings, African mud cloths, Mayan rituals, Japanese films, French comic strips, and Russian poetry.