Reliable Machine Learning Third Early Release


Reliable Machine Learning Third Early Release
Authors: Cathy Chen & Niall Richard Murphy & Kranti Parisa & D. Sculley & Todd Underwood
Year: 2022
Publisher: O’Reilly Media, Inc.
Language: english
ISBN 13: 9781098106218
ISBN 10: 1098106210
Categories: Computers, Computer Science
Pages: 206

Availability: 5000 in stock

SKU: 9781098106218 Categories: ,

Reliable Machine Learning (Third Early Release) Cathy Chen and Niall Richard Murphy and Kranti Parisa and D. Sculley and Todd Underwood
Whether you’re part of a small startup or a planet spanning megacorp, this practical book shows data scientists, SREs, and business owners how to run 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 guests show you how to run an efficient 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.You’ll examine:What ML is: how it functions and what it relies onConceptual frameworks for understanding how ML “loops” workEffective “productionization,” and how it can be made easily monitorable, deployable, and operableWhy ML systems make production troubleshooting more difficult, and how to get around themHow ML, product, and production teams can communicate effectively Categories:
Computers Computer Science
O’Reilly Media, Inc.
ISBN 10:
ISBN 13:
22 MB


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Reliable Machine Learning Third Early Release

Availability: 5000 in stock