Modern Data Science with R

Modern Data Science with R

Author: Benjamin S. Baumer

Publisher: CRC Press

Published: 2021-03-31

Total Pages: 830

ISBN-13: 0429575394

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From a review of the first edition: "Modern Data Science with R... is rich with examples and is guided by a strong narrative voice. What’s more, it presents an organizing framework that makes a convincing argument that data science is a course distinct from applied statistics" (The American Statistician). Modern Data Science with R is a comprehensive data science textbook for undergraduates that incorporates statistical and computational thinking to solve real-world data problems. Rather than focus exclusively on case studies or programming syntax, this book illustrates how statistical programming in the state-of-the-art R/RStudio computing environment can be leveraged to extract meaningful information from a variety of data in the service of addressing compelling questions. The second edition is updated to reflect the growing influence of the tidyverse set of packages. All code in the book has been revised and styled to be more readable and easier to understand. New functionality from packages like sf, purrr, tidymodels, and tidytext is now integrated into the text. All chapters have been revised, and several have been split, re-organized, or re-imagined to meet the shifting landscape of best practice.


Introduction to Data Technologies

Introduction to Data Technologies

Author: Paul Murrell

Publisher: CRC Press

Published: 2009-02-23

Total Pages: 445

ISBN-13: 1420065181

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Providing key information on how to work with research data, Introduction to Data Technologies presents ideas and techniques for performing critical, behind-the-scenes tasks that take up so much time and effort yet typically receive little attention in formal education. With a focus on computational tools, the book shows readers how to improve thei


Python Packages

Python Packages

Author: Tomas Beuzen

Publisher: CRC Press

Published: 2022-04-20

Total Pages: 252

ISBN-13: 1000555127

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Python Packages introduces Python packaging at an introductory and practical level that’s suitable for those with no previous packaging experience. Despite this, the text builds up to advanced topics such as automated testing, creating documentation, versioning and updating a package, and implementing continuous integration and deployment. Covering the entire Python packaging life cycle, this essential guide takes readers from package creation all the way to effective maintenance and updating. Python Packages focuses on the use of current and best-practice packaging tools and services like poetry, cookiecutter, pytest, sphinx, GitHub, and GitHub Actions. Features: The book’s source code is available online as a GitHub repository where it is collaborated on, automatically tested, and built in real time as changes are made; demonstrating the use of good reproducible and clear project workflows. Covers not just the process of creating a package, but also how to document it, test it, publish it to the Python Package Index (PyPI), and how to properly version and update it. All concepts in the book are demonstrated using examples. Readers can follow along, creating their own Python packages using the reproducible code provided in the text. Focuses on a modern approach to Python packaging with emphasis on automating and streamlining the packaging process using new and emerging tools such as poetry and GitHub Actions.


Decision Options

Decision Options

Author: Gill Eapen

Publisher: CRC Press

Published: 2009-06-01

Total Pages: 320

ISBN-13: 1420086839

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Through theory and case studies, this book details how uncertainty and flexibility can be evaluated to assist in making better investment decisions in companies. It delivers an excellent balance of theory and practice in the area of investment decision making, demonstrates how financial and real options are related, and describes the theoretical underpinnings of both. The author presents case studies from diverse industries, including life sciences, pharmaceuticals, commodities, energy, technology, manufacturing, and financial services. He also looks at how organizations can become successful using a holistic framework that integrates uncertainty and flexibility.


Cancer Systems Biology

Cancer Systems Biology

Author: Edwin Wang

Publisher: CRC Press

Published: 2010-05-04

Total Pages: 458

ISBN-13: 1439811865

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The unprecedented amount of data produced with high-throughput experimentation forces biologists to employ mathematical representation and computation to glean meaningful information in systems-level biology. Applying this approach to the underlying molecular mechanisms of tumorgenesis, cancer research is enjoying a series of new discoveries and biological insights. Unique in its dualistic approach, this book introduces the concepts and theories of systems biology and their applications in cancer research. It presents basic cancer biology and cutting-edge topics of cancer research for computational biologists alongside systems biology analysis tools for experimental biologists.


Customer and Business Analytics

Customer and Business Analytics

Author: Daniel S. Putler

Publisher: CRC Press

Published: 2012-05-07

Total Pages: 314

ISBN-13: 146650398X

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Customer and Business Analytics: Applied Data Mining for Business Decision Making Using R explains and demonstrates, via the accompanying open-source software, how advanced analytical tools can address various business problems. It also gives insight into some of the challenges faced when deploying these tools. Extensively classroom-tested, the tex


Explorations in Computing

Explorations in Computing

Author: John S. Conery

Publisher: CRC Press

Published: 2014-09-24

Total Pages: 435

ISBN-13: 1466572450

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An Active Learning Approach to Teaching the Main Ideas in Computing Explorations in Computing: An Introduction to Computer Science and Python Programming teaches computer science students how to use programming skills to explore fundamental concepts and computational approaches to solving problems. Tbook gives beginning students an introduction to


Privacy-Aware Knowledge Discovery

Privacy-Aware Knowledge Discovery

Author: Francesco Bonchi

Publisher: CRC Press

Published: 2010-12-02

Total Pages: 527

ISBN-13: 1439803668

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Covering research at the frontier of this field, Privacy-Aware Knowledge Discovery: Novel Applications and New Techniques presents state-of-the-art privacy-preserving data mining techniques for application domains, such as medicine and social networks, that face the increasing heterogeneity and complexity of new forms of data. Renowned authorities


Process Algebra for Parallel and Distributed Processing

Process Algebra for Parallel and Distributed Processing

Author: Michael Alexander

Publisher: CRC Press

Published: 2008-12-22

Total Pages: 440

ISBN-13: 1420064878

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Collects the Latest Research Involving the Application of Process Algebra to ComputingExploring state-of-the-art applications, Process Algebra for Parallel and Distributed Processing shows how one formal method of reasoning-process algebra-has become a powerful tool for solving design and implementation challenges of concurrent systems. Parallel Pr


Confectionery Packaging Equipment

Confectionery Packaging Equipment

Author: Jeffrey H. Hooper

Publisher: Springer Science & Business Media

Published: 2012-12-06

Total Pages: 284

ISBN-13: 1461554659

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The machinery about which I am writing is found in the confectionery industry, but it is also generally used throughout the food industry and some other areas that produce items that need to be wrapped and packed for distribution. It just happens that much of my working life was spent in the confectionery industry. Similar machinery operates in the pharmaceutical industry, is used for wrapping and handling books, for wrapping blocks of fuel and for packing tea and other items. Some of the robots described are used in the glass industry, loading drinking glasses direct from hot moulding plants. They are used to load filled bottles into cases in the drinks business or shampoo for chemical manufacturers. Other industries, for example the textile industry, used machinery designed for other purposes (such as weaving), before the development of packaging machines, that worked on comparable principles. Some of the mechanisms in all of this machinery possibly have their ancestry in the great cathedral clock mechanisms from as early as the fifteenth century. Just because this book is mainly illustrated by reference to chocolate bars and sweets does not mean that that is the only application, nor does it lessen the ingenuity applied in the designs of these machines or their importance in the modem world.