Machine Learning Engineering with Python - Second Edition by Andrew P. McMahon

Author:Andrew P. McMahon
Language: eng
Format: epub
Publisher: Packt
Published: 2023-10-15T00:00:00+00:00

This is what a piece of good architecture should do, but what does this actually mean in practice?

There is no strict definition of how an architecture has to be compiled. The key point is that it acts as a design against which building can progress. So, for example, this might take the form of a nice diagram with boxes, lines, and some text, or it could be a several-page document. It might be compiled using a formal modeling language such as Unified Modeling Language (UML), or not. This often depends on the business context in which you operate and what requirements are placed on the people writing the architecture. The key is that it checks off the points above and gives the engineers clear guidance on what to build and how it will all stick together.

Architecture is a vast and fascinating subject in itself, so we will not go much further into the details of this here, but we will now focus on what architecture means in an ML engineering context.

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