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Introduction to Data Systems - Building from Python (Paperback, 1st ed. 2020)
Loot Price: R1,634
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Introduction to Data Systems - Building from Python (Paperback, 1st ed. 2020)
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Encompassing a broad range of forms and sources of data, this
textbook introduces data systems through a progressive
presentation. Introduction to Data Systems covers data acquisition
starting with local files, then progresses to data acquired from
relational databases, from REST APIs and through web scraping. It
teaches data forms/formats from tidy data to relationally defined
sets of tables to hierarchical structure like XML and JSON using
data models to convey the structure, operations, and constraints of
each data form. The starting point of the book is a foundation in
Python programming found in introductory computer science classes
or short courses on the language, and so does not require
prerequisites of data structures, algorithms, or other courses.
This makes the material accessible to students early in their
educational career and equips them with understanding and skills
that can be applied in computer science, data science/data
analytics, and information technology programs as well as for
internships and research experiences. This book is accessible to a
wide variety of students. By drawing together content normally
spread across upper level computer science courses, it offers a
single source providing the essentials for data science
practitioners. In our increasingly data-centric world, students
from all domains will benefit from the "data-aptitude" built by the
material in this book.
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