# Document History for Amazon SageMaker AI The following contains the document history of SageMaker AI. | Change | Description | Date | | --- |--- |--- | | [Amazon SageMaker AI enhanced metrics for inference endpoints](#doc-history) | Added documentation for [SageMaker AI enhanced metrics for inference endpoints](https://docs.aws.amazon.com/sagemaker/latest/dg/monitoring-cloudwatch-enhanced-metrics.html), which provide instance-level and container-level monitoring data for real-time endpoints. | April 17, 2026 | | [SageMaker HyperPod Inference release notes: v3.1](#doc-history) | Inference Operator v3.1 introduces custom Kubernetes pod configuration, custom certificate support, and per-pod request limits. For more information, see [Amazon SageMaker HyperPod Inference release notes](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-inference-release-notes.html). | April 3, 2026 | | [AWS managed policy updates - new policy](#doc-history) | SageMaker AI added the AWS managed policy [AmazonSageMakerCapacityReservationServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-training-plan.html#security-iam-awsmanpol-AmazonSageMakerCapacityReservationServiceRolePolicy). | March 5, 2026 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policies. [AmazonSageMakerAdmin-ServiceCatalogProductsServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerAdmin-ServiceCatalogProductsServiceRolePolicy) [AmazonSageMakerServiceCatalogProductsCodeBuildServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerServiceCatalogProductsCodeBuildServiceRolePolicy) [AmazonSageMakerServiceCatalogProductsCodePipelineServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerServiceCatalogProductsCodePipelineServiceRolePolicy) | September 27, 2025 | | [Amazon SageMaker HyperPod integration with Amazon EBS Container Storage Interface (CSI) driver for persistent storage](#doc-history) | Amazon SageMaker HyperPod now supports the Amazon EBS CSI driver. With this feature, you can dynamically provision and manage persistent storage for training workloads through Kubernetes persistent volume claims. For more information, see [Using the Amazon EBS CSI driver on SageMaker HyperPod EKS clusters](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-eks-ebs.html). | August 27, 2025 | | [AWS managed policy updates - new policy](#doc-history) | SageMaker AI added the AWS managed policy [ AmazonSageMakerHyperPodTrainingOperatorAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-hyperpod.html#security-iam-awsmanpol-hyperpod-updates). | August 22, 2025 | | [[AWS managed policy: AmazonSageMakerHyperPodObservabilityAdminAccess](security-iam-awsmanpol-AmazonSageMakerHyperPodObservabilityAdminAccess.md)](#doc-history) | Updated the policy to fix the role scope-down to include the `service-role` prefix. Also added permissions for `eks:DeletePodIdentityAssociation` and `eks:UpdatePodIdentityAssociation` that are required for end-to-end administrative actions. | August 21, 2025 | | [Amazon SageMaker HyperPod simplified cluster setup experience](#doc-history) | Amazon SageMaker HyperPod now offers a simplified cluster creation experience with quick and custom setup paths. With this feature, you can launch fully-operational clusters for large-scale training workloads in just a few clicks. For more information, see [Amazon SageMaker HyperPod quickstart](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-quickstart.html). | August 11, 2025 | | [Amazon SageMaker Studio Lab migration to JupyterLab 4](#doc-history) | Amazon SageMaker Studio Lab has migrated from JupyterLab 3 to JupyterLab 4. | August 8, 2025 | | [AWS managed policy updates - policy updated](#doc-history) | SageMaker AI updated the AWS managed policy [AmazonSageMakerTrainingPlanCreateAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-training-plan.html). | July 29, 2025 | | [Amazon Nova customization on SageMaker AI](#doc-history) | Amazon Nova now offers comprehensive model customization capabilities through ready-to-use recipes on SageMaker AI. For more information, see [Model customization](https://docs.aws.amazon.com/sagemaker/latest/dg/nova-model.html). | July 16, 2025 | | [AWS managed policy updates - New policy](#doc-history) | SageMaker AI added the following new AWS managed policy. [AmazonSageMakerHyperPodObservabilityAdminAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-partner-apps.html#security-iam-awsmanpol-AmazonSageMakerHyperPodObservabilityAdminAccess) | July 10, 2025 | | [[Amazon SageMaker HyperPod observability with Amazon Managed Grafana and Amazon Managed Service for Prometheus](sagemaker-hyperpod-observability-addon.md)](#doc-history) | Amazon SageMaker HyperPod now supports a new observability add-on that provides a unified observability solution, automatically publishes key metrics to Amazon Managed Service for Prometheus, and displays them in Amazon Managed Grafana dashboards. | July 10, 2025 | | [JupyterLab 1 and 3 deprecation](#doc-history) | JupyterLab 1 and JupyterLab 3 versions for SageMaker Notebook Instances are no longer supported. You can no longer create new or restart stopped notebook instances using these versions. Use JupyterLab 4 instead. | June 30, 2025 | | [Amazon SageMaker HyperPod integration with Amazon EventBridge for status change event delivery](#doc-history) | Amazon SageMaker HyperPod now integrates with Amazon EventBridge to deliver near-real-time notifications about cluster status changes and node health events. For more information, see [Events that SageMaker AI sends to Amazon EventBridge](https://docs.aws.amazon.com/sagemaker/latest/dg/automating-sagemaker-with-eventbridge.html). | May 9, 2025 | | [Usage reporting in SageMaker HyperPod EKS-orchestrated clusters](#doc-history) | Added usage reporting for EKS-orchestrated clusters, allowing organizations to implement transparent, usage-based cost allocation across teams. For more information, see [Reporting Compute Usage in HyperPod](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-usage-reporting.html). | May 1, 2025 | | [Documentation taxonomy improvements in the Amazon SageMaker HyperPod chapter](#doc-history) | This content update focuses on improving documentation navigation by simplifying titles in the Amazon SageMaker HyperPod chapter, updating section titles for better readability and discoverability, and consolidating topics to reduce content depth. For more information, see [Amazon SageMaker HyperPod](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod.html). | April 22, 2025 | | [HyperPod updates from 12-05-2024 to 04-17-2025](#doc-history) | Key HyperPod updates since re:Invent 2024 include new IAM conditions keys in the `CreateCluster` and `UpdateCluster` API operations (controlling instance types, VPC subnets, and security group access), support for instance group deletion for EKS and Slurm orchestrated clusters, Nvidia toolkit security fixes, multi-AZ enhancements, IPv6 support, new instance types (I3en, M7i, R7i, C6gn, C6i, M6i, R6i, Trn1, Trn1n), CloudWatch metrics for Slurm clusters, added Direct Preference Optimization (DPO) recipe and tutorial for SageMaker HyperPod with Slurm orchestration, and a new quickstart deployment page with CloudFormation templates. For more details, see [HyperPod release notes](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-release-notes.html). | April 17, 2025 | | [Custom images in Studio](#doc-history) | Learn how to bring your own custom images with you in SageMaker AI Studio. For more information, see [Custom images](https://docs.aws.amazon.com/sagemaker/latest/dg/studio-updated-byoi.html). | April 9, 2025 | | [SageMaker model parallelism library v2.8.0](#doc-history) | SageMaker model parallelism library v2 has been updated. For more information, see [The SageMaker model parallelism library v2.8.0](https://docs.aws.amazon.com/sagemaker/latest/dg/model-parallel-release-notes.html#model-parallel-release-notes-20250306). | April 1, 2025 | | [Multi-head node support in Amazon SageMaker HyperPod Slurm clusters](#doc-history) | Amazon SageMaker HyperPod now supports multi-head node configurations for Slurm clusters. With this feature, you can set up one primary head node with additional backup nodes to eliminate single points of failure in large-scale training workloads. For more information, see [SageMaker HyperPod multi-head node support](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-multihead-slurm.html). | March 26, 2025 | | [SageMaker training plan reservations](#doc-history) | Amazon SageMaker training plans now offer flexible, quick-start compute reservations (minimum lead time of just 30 minutes). The search returns up to 3 plan options including continuous and segmented time blocks. For more information, see [Reserve training plans for your training jobs or HyperPod clusters](https://docs.aws.amazon.com/sagemaker/latest/dg/reserve-capacity-with-training-plans.html). | February 25, 2025 | | [AWS managed policy updates - New policy](#doc-history) | SageMaker AI added the following new AWS managed policy. [AmazonSageMakerPartnerAppsFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-partner-apps.html#security-iam-awsmanpol-AmazonSageMakerPartnerAppsFullAccess) | January 17, 2025 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [ AmazonSageMakerCanvasSMDataScienceAssistantAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasSMDataScienceAssistantAccess) | January 14, 2025 | | [New features for re:Invent 2024](#doc-history) | The following new features were introduced at re:Invent 2024. [HyperPod recipes](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-recipes.html) - run recipes within SageMaker HyperPod or as SageMaker AI Training Jobs [HyperPod in Studio](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-studio.html) - launch machine learning workloads on Amazon SageMaker HyperPod clusters and view HyperPod cluster information from Amazon SageMaker Studio [HyperPod task governance](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod-eks-operate-console-ui-governance.html) - a robust management system designed to streamline resource allocation and ensure efficient utilization of compute resources across teams and projects for your Amazon EKS clusters [Amazon SageMaker Partner AI Apps](https://docs.aws.amazon.com/sagemaker/latest/dg/partner-apps.html) - generative artificial intelligence (AI) and machine learning (ML) development applications built, published, and distributed by industry-leading application providers [Q Developer availability in Canvas](https://docs.aws.amazon.com/sagemaker/latest/dg/canvas-q.html) - chat with Amazon Q Developer in SageMaker Canvas using natural language for generative AI assistance with solving your machine learning problems [Amazon SageMaker training plan](https://docs.aws.amazon.com/sagemaker/latest/dg/reserve-capacity-with-training-plans.html) - a compute reservation capability designed for large-scale AI model training workloads running on SageMaker training jobs and HyperPod clusters [Amazon introduced the next generation of Amazon SageMaker, rebranding the original SageMaker to SageMaker AI](https://docs.aws.amazon.com/sagemaker/latest/dg/whatis.html#whatis-rename) | December 4, 2024 | | [AWS managed policy updates - Updates to existing policies and new policy](#doc-history) | SageMaker AI updated the following AWS managed policy and added the following new AWS managed policy. Updated: [AmazonSageMakerFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-notebooks.html#security-iam-awsmanpol-AmazonSageMakerFullAccess) New: [AmazonSageMakerTrainingPlanCreateAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-training-plan.html#security-iam-awsmanpol-AmazonSageMakerTrainingPlanCreateAccess) New: [AmazonSageMakerCanvasSMDataScienceAssistantAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasSMDataScienceAssistantAccess) | December 4, 2024 | | [Amazon SageMaker renamed to Amazon SageMaker AI](#doc-history) | Amazon SageMaker was renamed to Amazon SageMaker AI. This name change does not apply to any of the existing Amazon SageMaker features. | December 3, 2024 | | [Stateful sessions](#doc-history) | When you send requests to an inference endpoint, you can now choose to route the requests to a stateful session. During a stateful session, you send multiple inference requests to the same ML instance, and the instance facilitates the session. For more information, see [Stateful sessions with Amazon SageMaker AI models](https://docs.aws.amazon.com/sagemaker/latest/dg/stateful-sessions.html). | November 24, 2024 | | [Scale inference endpoints to zero instances](#doc-history) | When you set up auto scaling for an endpoint, SageMaker AI now allows the scale-in process to reduce the number of in-service instances to zero. By doing so, you can save costs when your endpoint isn't serving inference requests. For more information, see [Scale an endpoint to zero instances](https://docs.aws.amazon.com/sagemaker/latest/dg/endpoint-auto-scaling-zero-instances.html). | November 24, 2024 | | [Optimize models for fast loading](#doc-history) | When you create a model optimization job, you can now apply the fast model loading optimization technique. This technique prepares an LLM so that SageMaker AI can load it onto an ML instance more quickly. For more information, see [Inference optimization for Amazon SageMaker AI models](https://docs.aws.amazon.com/sagemaker/latest/dg/model-optimize.html). | November 24, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerNotebooksServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-notebooks.html#security-iam-awsmanpol-AmazonSageMakerNotebooksServiceRolePolicy) | November 14, 2024 | | [AWS managed policy updates - New policy](#doc-history) | SageMaker AI added the following new AWS managed policy. [AmazonSageMakerHyperPodServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-hyperpod.html#security-iam-awsmanpol-AmazonSageMakerHyperPodServiceRolePolicy) | September 9, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasDataPrepFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-notebooks.html#security-iam-awsmanpol-AmazonSageMakerCanvasDataPrepFullAccess) | August 16, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-notebooks.html#security-iam-awsmanpol-AmazonSageMakerCanvasFullAccess) | August 15, 2024 | | [AWS managed policy updates - New policy](#doc-history) | SageMaker AI added the following new AWS managed policy. [AmazonSageMakerCanvasEMRServerlessExecutionRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasEMRServerlessExecutionRolePolicy) | July 26, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerNotebooksServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-notebooks.html#security-iam-awsmanpol-AmazonSageMakerNotebooksServiceRolePolicy) | July 24, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasDataPrepFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasDataPrepFullAccess) | July 18, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasFullAccess.html) | July 9, 2024 | | [AWS managed policy updates - Updates to existing policy](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerAdmin-ServiceCatalogProductsServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerAdmin-ServiceCatalogProductsServiceRolePolicy) | July 1, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerAdmin-ServiceCatalogProductsServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerAdmin-ServiceCatalogProductsServiceRolePolicy) | June 12, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policies. [AmazonSageMakerAdmin-ServiceCatalogProductsServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerAdmin-ServiceCatalogProductsServiceRolePolicy) [AmazonSageMakerServiceCatalogProductsCodeBuildServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerServiceCatalogProductsCodeBuildServiceRolePolicy) [AmazonSageMakerServiceCatalogProductsCodePipelineServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerServiceCatalogProductsCodePipelineServiceRolePolicy) [AmazonSageMakerServiceCatalogProductsLambdaServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerServiceCatalogProductsLambdaServiceRolePolicy) | June 11, 2024 | | [AWS managed policy updates - Updates to existing policy](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerModelRegistryFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-model-registry.html#security-iam-awsmanpol-AmazonSageMakerModelRegistryFullAccess) | June 6, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerModelGovernanceUseAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-governance.html#security-iam-awsmanpol-governance-AmazonSageMakerModelGovernanceUseAccess) | June 4, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerNotebooksServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-notebooks.html#security-iam-awsmanpol-AmazonSageMakerNotebooksServiceRolePolicy) | May 22, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol.html#security-iam-awsmanpol-AmazonSageMakerFullAccess) | March 29, 2024 | | [AWS managed policy updates - New policy](#doc-history) | SageMaker AI added the following new AWS managed policy. [AmazonSageMakerCanvasBedrockAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasBedrockAccess) | February 2, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasFullAccess.html) | January 24, 2024 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasFullAccess.html) | December 8, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasDataPrepFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasDataPrepFullAccess) | December 7, 2023 | | [New features re:Invent 2023](#doc-history) | The following new features were introduced at re:Invent 2023. [SageMaker Canvas chat for data prep](https://docs.aws.amazon.com/sagemaker/latest/dg/canvas-fm-chat-fine-tune.html) [Code Editor](https://docs.aws.amazon.com/sagemaker/latest/dg/code-editor.html) Deep learning containers for large model inference [Deploy models for real-time inference](https://docs.aws.amazon.com/sagemaker/latest/dg/realtime-endpoints-deploy-models.html) [SageMaker Distribution Images](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-distribution.html) [domain onboarding simplification](https://docs.aws.amazon.com/sagemaker/latest/dg/gs.html) [Amazon S3 Express One Zone](https://docs.aws.amazon.com/sagemaker/latest/dg/model-access-training-data.html) [Foundation model evaluations (FMEval)](https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-foundation-model-evaluate.html) [SageMaker HyperPod](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-hyperpod.html) [JupyterAI](https://docs.aws.amazon.com/sagemaker/latest/dg/jupyterai.html) [JupyterLab in Studio](https://docs.aws.amazon.com/sagemaker/latest/dg/studio-updated-jl.html) [SageMaker Notebook Jobs](https://docs.aws.amazon.com/sagemaker/latest/dg/notebook-auto-run.html) [@step decorator in SageMaker Pipelines](https://docs.aws.amazon.com/sagemaker/latest/dg/pipelines-step-decorator.html) [SageMaker smart sifting](https://docs.aws.amazon.com/sagemaker/latest/dg/train-smart-sifting.html) [New SageMaker Studio experience. Previous experience renamed SageMaker Studio Classic](https://docs.aws.amazon.com/sagemaker/latest/dg/studio-updated.html) | November 30, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy at re:Invent 2023. [AmazonSageMakerFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol.html#security-iam-awsmanpol-AmazonSageMakerFullAccess) | November 30, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policies at re:Invent 2023. [AmazonSageMakerCanvasAIServicesAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasAIServicesAccess) [AmazonSageMakerCanvasDataPrepFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasDataPrepFullAccess) | November 29, 2023 | | [AWS managed policy updates - New policies](#doc-history) | SageMaker AI added the following new AWS managed policy at re:Invent 2023. [AmazonSageMakerClusterInstanceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-hyperpod.html#security-iam-awsmanpol-AmazonSageMakerClusterInstanceRolePolicy) | November 29, 2023 | | [AWS managed policy updates - New policy](#doc-history) | SageMaker AI added the following new AWS managed policy. [AmazonSageMakerCanvasDataPrepFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasDataPrepFullAccess) | October 26, 2023 | | [AWS managed policy updates - New policy](#doc-history) | SageMaker AI added the following new AWS managed policy. [AmazonSageMakerCanvasDirectDeployAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasDirectDeployAccess.html) | October 6, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policies. [AmazonSageMakerCanvasFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasFullAccess.html) [AmazonSageMakerCanvasAIServicesAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasAIServicesAccess.html) | September 29, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasFullAccess.html) | August 29, 2023 | | [AWS managed policy updates - New policies](#doc-history) | SageMaker AI added the following new AWS managed policies. [AmazonSageMakerPartnerServiceCatalogProductsApiGatewayServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerPartnerServiceCatalogProductsApiGatewayServiceRolePolicy) [AmazonSageMakerPartnerServiceCatalogProductsCloudFormationServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerPartnerServiceCatalogProductsCloudFormationServiceRolePolicy) [AmazonSageMakerPartnerServiceCatalogProductsLambdaServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-AmazonSageMakerPartnerServiceCatalogProductsLambdaServiceRolePolicy) | August 1, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasFullAccess.html) | July 24, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerModelGovernanceUseAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-governance.html#security-iam-awsmanpol-governance-AmazonSageMakerModelGovernanceUseAccess) | July 17, 2023 | | [Refactored Table of Contents](#doc-history) | SageMaker AI Developer Guide Table of Contents refactored to better reflect the new content. | June 1, 2023 | | [SageMaker AI ECR Paths](#doc-history) | [Docker Registry Paths and Example Code](https://docs.aws.amazon.com/sagemaker/latest/dg-ecr-paths/sagemaker-algo-docker-registry-paths.html) published. | May 25, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerGeospatialExecutionRole](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-geospatial.html#security-iam-awsmanpol-AmazonSageMakerGeospatialExecutionRole). | May 10, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasFullAccess.html) | May 4, 2023 | | [AWS managed policy updates - New policy](#doc-history) | SageMaker AI added the following new AWS managed policy. [AmazonSageMakerModelRegistryFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-model-registry.html#security-iam-awsmanpol-AmazonSageMakerModelRegistryFullAccess) | April 12, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerCanvasFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasFullAccess.html) | March 24, 2023 | | [AWS managed policy updates - New policy](#doc-history) | SageMaker AI added the following new AWS managed policy. [AmazonSageMakerCanvasAIServicesAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasAIServicesAccess) | March 23, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerNotebooksServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-notebooks.html#security-iam-awsmanpol-AmazonSageMakerNotebooksServiceRolePolicy) | March 9, 2023 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policy. [AmazonSageMakerNotebooksServiceRolePolicy](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-notebooks.html#security-iam-awsmanpol-AmazonSageMakerNotebooksServiceRolePolicy) | January 12, 2023 | | [New features re:Invent 2022](#doc-history) | The following new features were introduced at re:Invent 2022. [SageMaker geospatial capabilities](https://docs.aws.amazon.com/sagemaker/latest/dg/geospatial.html) [SageMaker Model Cards](https://docs.aws.amazon.com/sagemaker/latest/dg/model-cards.html) [SageMaker Model Dashboard](https://docs.aws.amazon.com/sagemaker/latest/dg/model-dashboard.html) [SageMaker Role Manager](https://docs.aws.amazon.com/sagemaker/latest/dg/role-manager.html) [Collaboration with shared spaces](https://docs.aws.amazon.com/sagemaker/latest/dg/domain-space.html) [Inference shadow tests](https://docs.aws.amazon.com/sagemaker/latest/dg/shadow-tests.html) [Notebook-based Workflows](https://docs.aws.amazon.com/sagemaker/latest/dg/notebook-auto-run.html) [Data Wrangler data preparation widget](https://docs.aws.amazon.com/sagemaker/latest/dg/data-wrangler-interactively-prepare-data-notebook.html) [AutoML step](https://docs.aws.amazon.com/sagemaker/latest/dg/build-and-manage-steps.html#step-type-automl) in Amazon SageMaker Pipelines [Studio Classic Git extension](https://docs.aws.amazon.com/sagemaker/latest/dg/studio-git-attach.html) | November 30, 2022 | | [AWS managed policy updates - Updates to existing policies](#doc-history) | SageMaker AI updated the following AWS managed policies at re:Invent 2022. [AmazonSageMakerFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol.html#security-iam-awsmanpol-AmazonSageMakerFullAccess) [AmazonSageMakerFeatureStoreAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-feature-store.html#security-iam-awsmanpol-AmazonSageMakerFeatureStoreAccess) [AmazonSageMakerCanvasFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-canvas.html#security-iam-awsmanpol-AmazonSageMakerCanvasFullAccess.html) | November 30, 2022 | | [AWS managed policy updates - New policies](#doc-history) | SageMaker AI added the following new AWS managed policies at re:Invent 2022. [AmazonSageMakerGeospatialFullAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-geospatial.html#security-iam-awsmanpol-AmazonSageMakerGeospatialFullAccess) [AmazonSageMakerGeospatialExecutionRole](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-geospatial.html#security-iam-awsmanpol-AmazonSageMakerGeospatialExecutionRole) [AmazonSageMakerModelGovernanceUseAccess](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-governance.html#security-iam-awsmanpol-governance-AmazonSageMakerModelGovernanceUseAccess) | November 30, 2022 | | [New features re:Invent 2021](#doc-history) | The following new features were introduced at re:Invent 2021. [SageMaker Canvas](https://docs.aws.amazon.com/sagemaker/latest/dg/canvas.html) [SageMaker Ground Truth Plus](https://docs.aws.amazon.com/sagemaker/latest/dg/gtp.html) [SageMaker Inference Recommender](https://docs.aws.amazon.com/sagemaker/latest/dg/inference-recommender.html) [SageMaker Serverless Endpoints](https://docs.aws.amazon.com/sagemaker/latest/dg/serverless-endpoints.html) [SageMaker Studio Lab](https://docs.aws.amazon.com/sagemaker/latest/dg/studio-lab.html) [SageMaker Studio Notebooks and Amazon EMR](https://docs.aws.amazon.com/sagemaker/latest/dg/studio-notebooks-emr-cluster.html) [SageMaker Training Compiler](https://docs.aws.amazon.com/sagemaker/latest/dg/training-compiler.html) | December 1, 2021 | | [Autopilot time series data](#doc-history) | Amazon SageMaker Autopilot accepts time series as model inputs. For more information, see [Amazon SageMaker Autopilot data and problem types](https://docs.aws.amazon.com/sagemaker/latest/dg/autopilot-datasets-problem-types.html). | October 25, 2021 | | [AWS managed policies](#doc-history) | Started tracking changes for SageMaker AI [managed policies](https://docs.aws.amazon.com/sagemaker/latest/dg/security-iam-awsmanpol-sc.html#security-iam-awsmanpol-sc-updates). | June 10, 2021 | | [New features re:Invent 2020](#doc-history) | The following new features were introduced at re:Invent 2020. [Amazon SageMaker Pipelines](https://docs.aws.amazon.com/sagemaker/latest/dg/pipelines.html) [Automate MLOps with SageMaker Projects](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-projects.html) [SageMaker Edge Manager](https://docs.aws.amazon.com/sagemaker/latest/dg/edge.html) [SageMaker Clarify](https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-fairness-and-explainability.html) [SageMaker Data Wrangler](https://docs.aws.amazon.com/sagemaker/latest/dg/data-wrangler.html) [SageMaker Feature Store](https://docs.aws.amazon.com/sagemaker/latest/dg/feature-store.html) [SageMaker Studio JumpStart](https://docs.aws.amazon.com/sagemaker/latest/dg/studio-jumpstart.html) [Register and Deploy Models with Model Registry](https://docs.aws.amazon.com/sagemaker/latest/dg/model-registry.html) [SageMaker AI Distributed](https://docs.aws.amazon.com/sagemaker/latest/dg/distributed-training.html) [Deep Profiling with SageMaker Debugger](https://docs.aws.amazon.com/sagemaker/latest/dg/train-debugger.html) | December 1, 2020 | | [Studio Notebooks](#doc-history) | [SageMaker AI Studio Notebooks](https://docs.aws.amazon.com/sagemaker/latest/dg/notebooks.html) | April 28, 2020 | | [New features re:Invent 2019](#doc-history) | The following new features were introduced at re:Invent 2019. [SageMaker AI Studio](https://docs.aws.amazon.com/sagemaker/latest/dg/gs-studio.html) [SageMaker AI Studio Notebooks](https://docs.aws.amazon.com/sagemaker/latest/dg/notebooks.html) (preview) [SageMaker AI Experiments](https://docs.aws.amazon.com/sagemaker/latest/dg/experiments.html) [SageMaker AI Autopilot](https://docs.aws.amazon.com/sagemaker/latest/dg/autopilot-automate-model-development.html) [SageMaker AI Debugger](https://docs.aws.amazon.com/sagemaker/latest/dg/train-debugger.html) [SageMaker AI Model Monitor](https://docs.aws.amazon.com/sagemaker/latest/dg/model-monitor.html) | December 3, 2019 | | [New features re:Invent 2018](#doc-history) | The following new features were introduced at re:Invent 2018. [Amazon SageMaker Ground Truth](https://docs.aws.amazon.com/sagemaker/latest/dg/sms.html) Amazon Elastic Inference [SageMaker AI Resources in AWS Marketplace](https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-marketplace.html) [SageMaker AI Inference Pipelines](https://docs.aws.amazon.com/sagemaker/latest/dg/inference-pipelines.html) [SageMaker AI Neo](https://docs.aws.amazon.com/sagemaker/latest/dg/Neo.html) [Search Amazon SageMaker Experiments](https://docs.aws.amazon.com/sagemaker/latest/dg/search.html) [Reinforcement Learning](https://docs.aws.amazon.com/sagemaker/latest/dg/reinforcement-learning.html) [Associate Git Repositories with SageMaker Notebook Instances](https://docs.aws.amazon.com/sagemaker/latest/dg/nbi-git-repo.html) [Semantic Segmentation Algorithm](https://docs.aws.amazon.com/sagemaker/latest/dg/semantic-segmentation.html) [Augmented Manifest Files in Training Jobs](https://docs.aws.amazon.com/sagemaker/latest/dg/augmented-manifest.html) | November 28, 2018 | | [Configuring notebook instances](#doc-history) | Use shell scripts to configure notebook instances when you create or start them. For more information, see [Customize a Notebook Instance](https://docs.aws.amazon.com/sagemaker/latest/dg/notebook-lifecycle-config.html). | May 1, 2018 | | [Application Auto Scaling support](#doc-history) | Amazon SageMaker AI now supports Application Auto Scaling for production variants. For information, see [Automatically Scaling SageMaker AI Models](https://docs.aws.amazon.com/sagemaker/latest/dg/endpoint-auto-scaling.html) | February 28, 2018 | | [TensorFlow 1.5 and MXNet 1.0 support](#doc-history) | Amazon SageMaker AI Deep Learning containers now support TensorFlow 1.5 and Apache MXNet 1.0. | February 27, 2018 | | [BlazingText algorithm](#doc-history) | Amazon SageMaker AI now supports the [BlazingText](https://docs.aws.amazon.com/sagemaker/latest/dg/blazingtext.html) algorithm. | January 18, 2018 | | [KMS encryption](#doc-history) | Amazon SageMaker AI now supports KMS encryption for hosting instances and training model artifacts at rest. | January 17, 2018 | | [CloudTrail support](#doc-history) | Amazon SageMaker AI now supports [logging with AWS CloudTrail](https://docs.aws.amazon.com/sagemaker/latest/dg/logging-using-cloudtrail.html). | January 11, 2018 | | [DeepAR Forecasting algorithm](#doc-history) | Amazon SageMaker AI now supports the [DeepAR](https://docs.aws.amazon.com/sagemaker/latest/dg/deepar.html) algorithm for time series forecasting. | January 8, 2018 | | [SageMaker AI launch](#doc-history) | Amazon SageMaker AI launched at re:Invent 2017. | November 28, 2017 |