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Yes, you can limit the types of instances that are available for your data scientists to launch in SageMaker by using an IAM policy similar to the following one:
Note: This example IAM policy allows SageMaker users to launch only Compute Optimized (ml.c5)-type training jobs and hyperparameter tuning jobs.
{
"Version": "2012-10-17",
"Statement": [
{
"Sid": "EnforceInstanceType",
"Effect": "Allow",
"Action": [
"sagemaker:CreateTrainingJob",
"sagemaker:CreateHyperParameterTuningJob"
],
"Resource": "*",
"Condition": {
"ForAllValues:StringLike": {
"sagemaker:InstanceTypes": ["ml.c5.*"]
}
}
}
]
}
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