Reliable machine learning applying SRE principles to ML in production
/Cathy Chen
- 1st ed.
- USA, Sebastopol, CA : O'Reilly Media c2022
- xxix, 376 p. : ill. 23 cm.
Reprint, 2022
Includes index
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.