Summary
In this chapter, we first covered general considerations for automating your SageMaker workflows. We then discussed automating your SageMaker model build workflows, specifically through using SageMaker Pipelines. The steps required to build out a pipeline for your weather use case were highlighted in order to illustrate SageMaker Pipeline usage. Finally, we discussed how you can enhance that automated model build workflow by using SageMaker projects to incorporate CI/CD practices, in addition to the automation offered by SageMaker Pipelines.
In the next chapter, we'll discuss the AWS Well-Architected Framework, specifically looking at how best practices across each Well-Architected pillar map to SageMaker workloads.
