Amazon SageMaker (IAM)

aws ml

Amazon SageMaker is a fully managed machine learning service that enables data scientists and developers to build, train, and deploy ML models at scale.

Common permissions

sagemaker:ListJobssagemaker:DescribeJobsagemaker:CreateJobsagemaker:StopJobsagemaker:ListModels

Least-privilege example

{
  "Version": "2012-10-17",
  "Statement": [
    {
      "Effect": "Allow",
      "Action": [
        "sagemaker:ListJobs",
        "sagemaker:DescribeJob",
        "sagemaker:CreateJob",
        "sagemaker:StopJob",
        "sagemaker:ListModels"
      ],
      "Resource": "*"
    }
  ]
}

Warnings

Avoid sagemaker:* — grants full control including delete and modify of models, endpoints, and jobs
Avoid sagemaker:DeleteModel and sagemaker:DeleteEndpoint unless explicitly needed for cleanup

Resources

AWS referenceservicereference.us-east-1.amazonaws.com/v1/sagemaker/sagemaker.json ↗

API

full doc /v1/iam/sagemaker