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Sharing Data and Models in Software Engineering (Paperback)
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Sharing Data and Models in Software Engineering (Paperback)
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Data Science for Software Engineering: Sharing Data and Models
presents guidance and procedures for reusing data and models
between projects to produce results that are useful and relevant.
Starting with a background section of practical lessons and
warnings for beginner data scientists for software engineering,
this edited volume proceeds to identify critical questions of
contemporary software engineering related to data and models. Learn
how to adapt data from other organizations to local problems, mine
privatized data, prune spurious information, simplify complex
results, how to update models for new platforms, and more. Chapters
share largely applicable experimental results discussed with the
blend of practitioner focused domain expertise, with commentary
that highlights the methods that are most useful, and applicable to
the widest range of projects. Each chapter is written by a
prominent expert and offers a state-of-the-art solution to an
identified problem facing data scientists in software engineering.
Throughout, the editors share best practices collected from their
experience training software engineering students and practitioners
to master data science, and highlight the methods that are most
useful, and applicable to the widest range of projects.
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