Software Engineering for Data Scientists: From Notebooks to...

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Software Engineering for Data...

Software Engineering for Data Scientists: From Notebooks to Scalable Systems

Name: Software Engineering for Data Scientists: From Notebooks to Scalable Systems
ISBN: 9781098136208

Catherine Nelson

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Data science happens in code. The ability to write reproducible, robust, scaleable code is key to a data science project's success—and is absolutely essential for those working with production code. This practical book bridges the gap between data science and software engineering,and clearly explains how to apply the best practices from software engineering to data science.

Examples are provided in Python, drawn from popular packages such as NumPy and pandas. If you want to write better data science code, this guide covers the essential topics that are often missing from introductory data science or coding classes, including how to:

Understand data structures and object-oriented programming

Clearly and skillfully document your code

Package and share your code

Integrate data science code with a larger code base

Learn how to write APIs

Create secure code

Apply best practices to common tasks such as testing, error...

Kategorie:

Computers - Programming

Rok:

2024

Wydawnictwo: