Quiz and Summary on Deployment Inference and Orchestration
Explore AWS machine learning deployment including real-time and batch inference, edge optimization with SageMaker Neo, and endpoint scaling. Understand testing patterns like blue/green and canary deployments, workflow orchestration using SageMaker Pipelines, Step Functions, and Apache Airflow. Gain knowledge on infrastructure as code with CloudFormation and CDK, plus CI/CD pipelines with CodePipeline, CodeBuild, and CodeDeploy to automate model deployment and rollback.
This chapter covered the ...