AmazonSageMakerTrainingSessionAccess

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Summary

Provides permissions for a caller identity to create and manage Amazon SageMaker training sessions, run training and sampling operations, use customer managed AWS KMS keys through SageMaker, pass an execution role to SageMaker, publish model packages, access public hub content, and manage SageMaker default Amazon S3 buckets.

Permissions imported from the AWS Managed Policy Reference Guide; other sections pending editorial review.

Identity

ARN: arn:aws:iam::aws:policy/AmazonSageMakerTrainingSessionAccess
Default version: v1
Created: 2026-10-13
Last edited: 2026-10-13
Services: iam, kms, s3, sagemaker

Control-plane actions (17)

By access level: 3 List, 4 Read, 1 Tagging, 9 Write.

Control-plane actions by service
Service	Granted	Access levels and limits	Granted by
IAM	1 of 190	1 Write; 1 restricted, 1 conditional	iam:PassRole
KMS	2 of 58	2 Write; 2 restricted, 2 conditional	kms:Decrypt, kms:GenerateDataKey
S3	1 of 155	1 Write; 1 restricted, 1 conditional	s3:CreateBucket
SageMaker	13 of 441	3 List, 4 Read, 1 Tagging, 5 Write; 13 restricted, 11 conditional	sagemaker:AddTags, sagemaker:CreateModelPackageGroup, sagemaker:CreateTrainingSession, sagemaker:DeleteModelPackage, sagemaker:DeleteTrainingSession, sagemaker:DescribeHubContent, sagemaker:DescribeModelPackage, sagemaker:DescribeModelPackageGroup, sagemaker:DescribeTrainingSession, sagemaker:ListHubContents, sagemaker:ListModelPackages, sagemaker:ListTrainingSessions and 1 more

IAM: 1 actions

iam:PassRole (Write)

KMS: 2 actions

kms:Decrypt (Write)
kms:GenerateDataKey (Write)

S3: 1 actions

s3:CreateBucket (Write)

SageMaker: 13 actions

sagemaker:AddTags (Tagging)
sagemaker:CreateModelPackageGroup (Write)
sagemaker:CreateTrainingSession (Write)
sagemaker:DeleteModelPackage (Write)
sagemaker:DeleteTrainingSession (Write)
sagemaker:DescribeHubContent (Read)
sagemaker:DescribeModelPackage (Read)
sagemaker:DescribeModelPackageGroup (Read)
sagemaker:DescribeTrainingSession (Read)
sagemaker:ListHubContents (List)
sagemaker:ListModelPackages (List)
sagemaker:ListTrainingSessions (List)
sagemaker:StopTrainingSession (Write)

Data-plane actions (9)

By access level: 1 List, 3 Read, 5 Write.

Data-plane actions by service
Service	Granted	Access levels and limits	Granted by
S3	2 of 25	1 List, 1 Write; 2 restricted, 2 conditional	s3:DeleteObject, s3:ListBucket
SageMaker	7 of 19	3 Read, 4 Write; 7 restricted, 7 conditional	sagemaker:CallWithBearerToken, sagemaker:ExecuteSamplingOperation, sagemaker:ExecuteTrainingOperation, sagemaker:GetSamplingOperationResult, sagemaker:GetTrainingOperationResult, sagemaker:SampleTrainingSession, sagemaker:SampleTrainingSessionWithResponseStream

S3: 2 actions

s3:DeleteObject (Write)
s3:ListBucket (List)

SageMaker: 7 actions

sagemaker:CallWithBearerToken (Read)
sagemaker:ExecuteSamplingOperation (Write)
sagemaker:ExecuteTrainingOperation (Write)
sagemaker:GetSamplingOperationResult (Read)
sagemaker:GetTrainingOperationResult (Read)
sagemaker:SampleTrainingSession (Write)
sagemaker:SampleTrainingSessionWithResponseStream (Write)

Excluded and conditional actions

No patterns are excluded by NotAction or Deny statements.

Resource scope and attachment

Resource scope across granted actions: mixed.

Can be attached: Yes, to users, groups and roles.

Why this tier

Grants 15 write, tagging or permissions-management actions, short of full control of any service.
Grants data-plane write actions on a data store, but only for scoped resources or under conditions.
Grants iam:PassRole, but only for scoped roles or under conditions (for example iam:PassedToService).

Guidance

Pending editorial review. The permission data on this page comes straight from AWS; this section will be filled in once a reviewed guide exists.

Same service

Same domain

Frequently asked questions

Pending editorial review. The permission data on this page comes straight from AWS; this section will be filled in once a reviewed guide exists.

Policy JSON

Download policy.json

{
  "Version": "2012-10-17",
  "Statement": [
    {
      "Sid": "SageMakerTrainingSessionControlPlanePermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateTrainingSession",
        "sagemaker:DescribeTrainingSession",
        "sagemaker:StopTrainingSession",
        "sagemaker:DeleteTrainingSession",
        "sagemaker:AddTags"
      ],
      "Resource": "arn:aws:sagemaker:*:*:training-session/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "SageMakerTrainingSessionRuntimePermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:ExecuteTrainingOperation",
        "sagemaker:GetTrainingOperationResult",
        "sagemaker:ExecuteSamplingOperation",
        "sagemaker:GetSamplingOperationResult",
        "sagemaker:SampleTrainingSession",
        "sagemaker:SampleTrainingSessionWithResponseStream"
      ],
      "Resource": "arn:aws:sagemaker:*:*:training-session/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "SageMakerTrainingSessionRuntimeKmsPermissions",
      "Effect": "Allow",
      "Action": [
        "kms:Decrypt",
        "kms:GenerateDataKey"
      ],
      "Resource": "arn:aws:kms:*:*:key/*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        },
        "StringLike": {
          "kms:ViaService": "sagemaker.*.amazonaws.com"
        }
      }
    },
    {
      "Sid": "SageMakerTrainingSessionListPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:ListTrainingSessions"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "BearerTokenPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CallWithBearerToken"
      ],
      "Resource": "*",
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "PassExecutionRolePermissions",
      "Effect": "Allow",
      "Action": [
        "iam:PassRole"
      ],
      "Resource": [
        "arn:aws:iam::*:role/service-role/*SageMaker*",
        "arn:aws:iam::*:role/service-role/*Sagemaker*",
        "arn:aws:iam::*:role/service-role/*sagemaker*"
      ],
      "Condition": {
        "ArnLike": {
          "iam:AssociatedResourceArn": "arn:aws:sagemaker:*:*:*"
        },
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}",
          "iam:PassedToService": [
            "training-session.sagemaker.amazonaws.com"
          ]
        }
      }
    },
    {
      "Sid": "SageMakerTrainingSessionModelPackagePermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:CreateModelPackageGroup",
        "sagemaker:DeleteModelPackage",
        "sagemaker:DescribeModelPackageGroup",
        "sagemaker:DescribeModelPackage",
        "sagemaker:ListModelPackages"
      ],
      "Resource": [
        "arn:aws:sagemaker:*:*:model-package/*",
        "arn:aws:sagemaker:*:*:model-package-group/*"
      ],
      "Condition": {
        "StringEquals": {
          "aws:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    },
    {
      "Sid": "SageMakerTrainingSessionPublicHubPermissions",
      "Effect": "Allow",
      "Action": [
        "sagemaker:DescribeHubContent",
        "sagemaker:ListHubContents"
      ],
      "Resource": [
        "arn:aws:sagemaker:*:aws:hub/SageMakerPublicHub",
        "arn:aws:sagemaker:*:aws:hub-content/SageMakerPublicHub/*"
      ]
    },
    {
      "Sid": "SageMakerTrainingSessionS3Permissions",
      "Effect": "Allow",
      "Action": [
        "s3:CreateBucket",
        "s3:DeleteObject",
        "s3:ListBucket"
      ],
      "Resource": [
        "arn:aws:s3:::sagemaker-*",
        "arn:aws:s3:::sagemaker-*/*"
      ],
      "Condition": {
        "StringEquals": {
          "s3:ResourceAccount": "${aws:PrincipalAccount}"
        }
      }
    }
  ]
}

Version history

Current version v1, edited by AWS on 2026-10-13. Version history is recorded from 2026-11-11. Earlier versions are in the IAM console under Policy versions.

Attach snippets

AWS CLI

aws iam attach-role-policy --role-name ROLE_NAME --policy-arn arn:aws:iam::aws:policy/AmazonSageMakerTrainingSessionAccess
aws iam attach-user-policy --user-name USER_NAME --policy-arn arn:aws:iam::aws:policy/AmazonSageMakerTrainingSessionAccess
aws iam attach-group-policy --group-name GROUP_NAME --policy-arn arn:aws:iam::aws:policy/AmazonSageMakerTrainingSessionAccess

CloudFormation

Resources:
  ExampleRole:
    Type: AWS::IAM::Role
    Properties:
      AssumeRolePolicyDocument: {}  # replace with your trust policy
      ManagedPolicyArns:
        - arn:aws:iam::aws:policy/AmazonSageMakerTrainingSessionAccess

Terraform

resource "aws_iam_role_policy_attachment" "amazonsagemakertrainingsessionaccess" {
  role       = aws_iam_role.example.name
  policy_arn = "arn:aws:iam::aws:policy/AmazonSageMakerTrainingSessionAccess"
}

CDK (TypeScript)

role.addManagedPolicy(
  iam.ManagedPolicy.fromAwsManagedPolicyName("AmazonSageMakerTrainingSessionAccess"),
);

Sources

Pending editorial review. No editorial sources are listed yet.