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Perspectives on Data Science for Software Engineering (Paperback)
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Perspectives on Data Science for Software Engineering (Paperback)
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Perspectives on Data Science for Software Engineering presents the
best practices of seasoned data miners in software engineering. The
idea for this book was created during the 2014 conference at
Dagstuhl, an invitation-only gathering of leading computer
scientists who meet to identify and discuss cutting-edge
informatics topics. At the 2014 conference, the concept of how to
transfer the knowledge of experts from seasoned software engineers
and data scientists to newcomers in the field highlighted many
discussions. While there are many books covering data mining and
software engineering basics, they present only the fundamentals and
lack the perspective that comes from real-world experience. This
book offers unique insights into the wisdom of the community's
leaders gathered to share hard-won lessons from the trenches. Ideas
are presented in digestible chapters designed to be applicable
across many domains. Topics included cover data collection, data
sharing, data mining, and how to utilize these techniques in
successful software projects. Newcomers to software engineering
data science will learn the tips and tricks of the trade, while
more experienced data scientists will benefit from war stories that
show what traps to avoid.
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