Verwandte Artikel zu Software Engineering for Data Scientists: From Notebooks...

Software Engineering for Data Scientists: From Notebooks to Scalable Systems - Softcover

Nelson, Catherine

 
9781098136208: Software Engineering for Data Scientists: From Notebooks to Scalable Systems
Softcover
ISBN 10: 1098136209 ISBN 13: 9781098136208
Verlag: O'Reilly Media, 2024

Inhaltsangabe

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 handling, and logging
  • Work more effectively with software engineers
  • Write more efficient, maintainable, and robust code in Python
  • Put your data science projects into production
  • And more

Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.

Über die Autorin bzw. den Autor

Catherine Nelson is a freelance data scientist and writer. Previously, she was a Principal Data Scientist at SAP Concur, where she developed production machine learning applications and created innovative new business travel features. She's also coauthor of O'Reilly's Building Machine Learning Pipelines.

„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.

Verlag
O'Reilly Media
Erscheinungsdatum
2024
Sprache
Englisch
ISBN 10 
1098136209
ISBN 13 
9781098136208
Einband
Taschenbuch
Anzahl der Seiten
257
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

Lengericher Landstr. 19
Osnabrück
Niedersachsen
49078
Deutschland