Practical MLOps: Operationalizing Machine Learning Models
Language: English
Published by O'Reilly Media, 2021
- Softcover
- Used
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- Title
- Practical MLOps: Operationalizing Machine Learning Models
- Author
- Gift, Noah; Deza, Alfredo
- Publisher
- O'Reilly Media
- Publication year
- 2021
- Condition
- Good
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 1098103017
- ISBN 13
- 9781098103019
Getting your models into production is the fundamental challenge of machine learning. MLOps offers a set of proven principles aimed at solving this problem in a reliable and automated way. This insightful guide takes you through what MLOps is (and how it differs from DevOps) and shows you how to put it into practice to operationalize your machine learning models.
Current and aspiring machine learning engineers--or anyone familiar with data science and Python--will build a foundation in MLOps tools and methods (along with AutoML and monitoring and logging), then learn how to implement them in AWS, Microsoft Azure, and Google Cloud. The faster you deliver a machine learning system that works, the faster you can focus on the business problems you're trying to crack. This book gives you a head start.
You'll discover how to:
- Apply DevOps best practices to machine learning
- Build production machine learning systems and maintain them
- Monitor, instrument, load-test, and operationalize machine learning systems
- Choose the correct MLOps tools for a given machine learning task
- Run machine learning models on a variety of platforms and devices, including mobile phones and specialized hardware
"Synopsis" may belong to another edition of this title.
About the Author
Alfredo Deza is a passionate software engineer, speaker, author, and former Olympic athlete with almost two decades of DevOps and software engineering experience. He currently teaches Machine Learning Engineering and gives worldwide lectures about software development, personal development, and professional sports. Alfredo has written several books about DevOps and Python, and continues to share his knowledge about resilient infrastructure, testing, and robust development practices in courses, books, and presentations.
"About the title" may belong to another edition of this title.
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