Machine Learning in Microservices

5

Machine Learning System Design

In the last chapter, we delved into the different machine learning concepts and the packages and libraries used to create these models. Using that information, we will begin to discuss the design process when building a machine learning pipeline and the different components found in most machine learning pipelines.

We will cover the following areas in this chapter:

• Machine learning system components
• Fit and transform interfaces
• Train and serve interfaces
• Orchestration

Machine learning system components

There are many moving parts required in order to build a robust machine learning system. Starting from gathering data to deploying your model to the user, each plays a vital role in keeping the system dynamic ...