This tutorial guides you on how to use the Amazon SageMaker Orb to orchestrate model deployment to endpoints across different environments. It also shows how to use the CircleCI platform to monitor and manage promotions and rollbacks. It will use an example project repository to walk you through every step, from training a new model package version to deploying your model across multiple environments.

CI/CD services such as AWS CodePipeline enable developers to automate and accelerate the process of building, testing, and deploying code. But with the speed, scale, and complexity of the modern software development life cycle, even small performance regressions or increases in failure rates in your CI system can quickly snowball, slowing or even halting releases and causing cost overruns.

Grafana is a tool that helps users identify and fix performance issues by allowing them to monitor and analyze their database. Grafana is famous for making great graphs and visualizations, with tons of different functionalities. This Grafana tutorial is about one of these functionalities: Annotations. Grafana annotations are for users who want to make notes directly onto the graphs in their dashboards. There are various reasons a user might want to do this.