From the source
Amazon announces the SageMaker AI Spaces add-on for Amazon EKS, which allows data scientists to run managed JupyterLab and Code Editor environments directly on their existing EKS cluster, reducing setup time from days to minutes and potentially increasing GPU utilization by up to 30% compared to a dedicated notebook fleet.