Run interactive IDEs on Amazon EKS with SageMaker AI to power up your AI workflows
TL;DR
The Amazon SageMaker AI Spaces add-on for Amazon EKS runs managed JupyterLab and Code Editor environments on the cluster your ML team already operates. This post shows how to install and configure the add-on, connect from the browser and from VS Code over SSH-over-SSM, and move your team to OpenID Connect sign-in with Amazon Cognito.
Nauti's Take
Small teams should first test the full access and operations path: can an environment be provisioned repeatably with Cognito, SSM, and existing EKS permissions? Verify cost, networking effort, and data placement before replacing simpler notebook setups, because the operational benefit depends heavily on how much AWS infrastructure your team already runs.
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