Review of Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications

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Review of Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications


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Machine studying techniques are each advanced and distinctive. Advanced as a result of they encompass many alternative elements and contain many alternative stakeholders. Distinctive as a result of they’re knowledge dependent, with knowledge various wildly from one use case to the following. On this ebook, you may be taught a holistic method to designing ML techniques which are dependable, scalable, maintainable, and adaptive to altering environments and enterprise necessities.

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Creator Chip Huyen, co-founder of Claypot AI, considers every design decision–such as learn how to course of and create coaching knowledge, which options to make use of, how usually to retrain fashions, and what to monitor–in the context of the way it might help your system as an entire obtain its aims. The iterative framework on this ebook makes use of precise case research backed by ample references.

This ebook will aid you deal with situations corresponding to:

Engineering knowledge and choosing the proper metrics to resolve a enterprise problemAutomating the method for regularly growing, evaluating, deploying, and updating modelsDeveloping a monitoring system to rapidly detect and tackle points your fashions may encounter in productionArchitecting an ML platform that serves throughout use casesDeveloping accountable ML techniques

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O’Reilly’s mission is to vary the world by sharing the data of innovators. For over 40 years, we have impressed firms and people to do new issues (and do them higher) by offering the talents and understanding which are vital for achievement.

Our clients are hungry to construct the improvements that propel the world ahead. And we assist them do exactly that.

Writer ‏ : ‎ O’Reilly Media; 1st version (June 21, 2022)
Language ‏ : ‎ English
Paperback ‏ : ‎ 386 pages
ISBN-10 ‏ : ‎ 1098107969
ISBN-13 ‏ : ‎ 978-1098107963
Merchandise Weight ‏ : ‎ 1.36 kilos
Dimensions ‏ : ‎ 7 x 0.75 x 9 inches

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