Book Cover
E-book
Author Chen, Cathy

Title Reliable machine learning : applying SRE principles to ML in production / Cathy Chen, Niall Richard Murphy, Kranti Parisa, D. Sculley & Todd Underwood ; foreword by Sam Charrington
Published Sebastopol, CA : O'Reilly Media, Inc, USA, 2022

Copies

Description 1 online resource
Summary Whether you're part of a small startup or a multinational corporation, this practical book shows data scientists, software and site reliability engineers, product managers, and business owners how to run and establish ML reliably, effectively, and accountably within your organization. You'll gain insight into everything from how to do model monitoring in production to how to run a well-tuned model development team in a product organization. By applying an SRE mindset to machine learning, authors and engineering professionals Cathy Chen, Kranti Parisa, Niall Richard Murphy, D. Sculley, Todd Underwood, and featured guest authors show you how to run an efficient and reliable ML system. Whether you want to increase revenue, optimize decision making, solve problems, or understand and influence customer behavior, you'll learn how to perform day-to-day ML tasks while keeping the bigger picture in mind
Subject Machine learning.
Reliability (Engineering)
Machine learning
Reliability (Engineering)
Form Electronic book
Author Murphy, Niall Richard.
Parisa, Kranti
Sculley, D
Underwood, Todd
Charrington, Sam
ISBN 1098106199
9781098106195