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Document History for Amazon SageMaker AI

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Document History for Amazon SageMaker AI - Amazon SageMaker AI

The following contains the document history of SageMaker AI.

ChangeDescriptionDate

HyperPod updates from 12-05-2024 to 04-17-2025

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 AWS CloudFormation templates. For more details, see Hyperpod release notes.

April 17, 2025

Custom images in Studio

Learn how to bring your own custom images with you in SageMaker AI Studio. For more information, see Custom images.

April 9, 2025

SageMaker model parallelism library v2.8.0

SageMaker model parallelism library v2 has been updated. For more information, see The SageMaker model parallelism library v2.8.0.

April 1, 2025

SageMaker training plan reservations

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.

February 25, 2025

AWS managed policy updates - New policy

SageMaker AI added the following new AWS managed policy.

January 17, 2025

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

January 14, 2025

New features for re:Invent 2024

The following new features were introduced at re:Invent 2024.

December 4, 2024

AWS managed policy updates - Updates to existing policies and new policy

SageMaker AI updated the following AWS managed policy and added the following new AWS managed policy.

December 4, 2024

Amazon SageMaker renamed to Amazon SageMaker AI

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

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.

November 24, 2024

Scale inference endpoints to zero instances

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.

November 24, 2024

Optimize models for fast loading

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.

November 24, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

November 14, 2024

AWS managed policy updates - New policy

SageMaker AI added the following new AWS managed policy.

September 9, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

August 16, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

August 15, 2024

AWS managed policy updates - New policy

SageMaker AI added the following new AWS managed policy.

July 26, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

July 24, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

July 18, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

July 9, 2024

AWS managed policy updates - Updates to existing policy

SageMaker AI updated the following AWS managed policy.

July 1, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

June 12, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policies.

June 11, 2024

AWS managed policy updates - Updates to existing policy

SageMaker AI updated the following AWS managed policy.

June 6, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

June 4, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

May 22, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

March 29, 2024

AWS managed policy updates - New policy

SageMaker AI added the following new AWS managed policy.

February 2, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

January 24, 2024

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

December 8, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

December 7, 2023

New features re:Invent 2023

The following new features were introduced at re:Invent 2023.

November 30, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy at re:Invent 2023.

November 30, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policies at re:Invent 2023.

November 29, 2023

AWS managed policy updates - New policies

SageMaker AI added the following new AWS managed policy at re:Invent 2023.

November 29, 2023

AWS managed policy updates - New policy

SageMaker AI added the following new AWS managed policy.

October 26, 2023

AWS managed policy updates - New policy

SageMaker AI added the following new AWS managed policy.

October 6, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policies.

September 29, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

August 29, 2023

AWS managed policy updates - New policies

SageMaker AI added the following new AWS managed policies.

August 1, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

July 24, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

July 17, 2023

Refactored Table of Contents

SageMaker AI Developer Guide Table of Contents refactored to better reflect the new content.

June 1, 2023

SageMaker AI ECR Paths

Docker Registry Paths and Example Code published.

May 25, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

May 10, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

May 4, 2023

AWS managed policy updates - New policy

SageMaker AI added the following new AWS managed policy.

April 12, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

March 24, 2023

AWS managed policy updates - New policy

SageMaker AI added the following new AWS managed policy.

March 23, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

March 9, 2023

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policy.

January 12, 2023

New features re:Invent 2022

The following new features were introduced at re:Invent 2022.

November 30, 2022

AWS managed policy updates - Updates to existing policies

SageMaker AI updated the following AWS managed policies at re:Invent 2022.

November 30, 2022

AWS managed policy updates - New policies

SageMaker AI added the following new AWS managed policies at re:Invent 2022.

November 30, 2022

New features re:Invent 2021

The following new features were introduced at re:Invent 2021.

December 1, 2021

Autopilot time series data

Amazon SageMaker Autopilot accepts time series as model inputs. For more information, see Amazon SageMaker Autopilot data and problem types.

October 25, 2021

AWS managed policies

Started tracking changes for SageMaker AI managed policies.

June 10, 2021

New features re:Invent 2020

The following new features were introduced at re:Invent 2020.

December 1, 2020

Studio Notebooks

SageMaker AI Studio Notebooks

April 28, 2020

New features re:Invent 2019

The following new features were introduced at re:Invent 2019.

December 3, 2019

New features re:Invent 2018

The following new features were introduced at re:Invent 2018.

November 28, 2018

Configuring notebook instances

Use shell scripts to configure notebook instances when you create or start them. For more information, see Customize a Notebook Instance.

May 1, 2018

Application Auto Scaling support

Amazon SageMaker AI now supports Application Auto Scaling for production variants. For information, see Automatically Scaling SageMaker AI Models

February 28, 2018

TensorFlow 1.5 and MXNet 1.0 support

Amazon SageMaker AI Deep Learning containers now support TensorFlow 1.5 and Apache MXNet 1.0.

February 27, 2018

BlazingText algorithm

Amazon SageMaker AI now supports the BlazingText algorithm.

January 18, 2018

KMS encryption

Amazon SageMaker AI now supports KMS encryption for hosting instances and training model artifacts at rest.

January 17, 2018

CloudTrail support

Amazon SageMaker AI now supports logging with AWS CloudTrail.

January 11, 2018

DeepAR Forecasting algorithm

Amazon SageMaker AI now supports the DeepAR algorithm for time series forecasting.

January 8, 2018

SageMaker AI launch

Amazon SageMaker AI launched at re:Invent 2017.

November 28, 2017

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