March 2025
Intermediate to advanced
320 pages
8h 31m
English
book
Engineering AI Systems: Architecture and DevOps Essentials
by Len Bass, Qinghua Lu, Ingo Weber, Liming Zhu
Content preview from Engineering AI Systems: Architecture and DevOps Essentials
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11
Observability
Sunlight is said to be the best disinfectant.
—Louis D. Brandeis
OBSERVABILITY ENABLES AI engineers to detect anomalies, optimize performance, and build trust. This chapter explores the definition of observability and other related qualities, and the approaches used to achieve it.
11.1 Fundamental Concepts
Observability, in the context of computer systems, refers to the ability of an external agent to understand the actions of the system. The external agent can be a human or another system. The understanding may be based on outputs of the system or on the actions during system development, operation, and model training. The external agent can observe the system in real time during operations or as a portion of analysis that ...
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