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aws-ml-healthcare-worshop.yaml
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---
AWSTemplateFormatVersion: '2010-09-09'
Description: AWS ML Healthcare Workshop
Metadata:
AWS::CloudFormation::Interface:
ParameterGroups:
-
Label:
default: "Notebook Configuration"
Parameters:
- NotebookName
- NotebookInstanceType
- VolumeSize
- CodeRepository
Parameters:
NotebookName:
Type: String
Default: aws-ml-healthcare-workshop
Description: Enter the name of the SageMaker notebook instance. Default is aws-ml-healthcare-workshop.
VolumeSize:
Type: Number
Default: 5
MinValue: 5
MaxValue: 16384
ConstraintDescription: Must be an integer between 5 (GB) and 16384 (16 TB).
Description: Enter the size of the EBS volume in GB.
CodeRepository:
Type: String
Default: https://github.com/dalacan/aws-ml-healthcare-workshop.git
Description: AWS ML Healthcare Workshop repository
NotebookInstanceType:
Type: String
Default: ml.t2.medium
Description: Enter the SageMaker notebook instance type. Default is ml.t2.medium
Resources:
# SageMaker Execution Role
SageMakerIamRole:
Type: "AWS::IAM::Role"
Properties:
AssumeRolePolicyDocument:
Version: "2012-10-17"
Statement:
-
Effect: Allow
Principal:
Service: sagemaker.amazonaws.com
Action: sts:AssumeRole
Path: "/"
ManagedPolicyArns:
- "arn:aws:iam::aws:policy/AmazonSageMakerFullAccess"
- "arn:aws:iam::aws:policy/AmazonTextractFullAccess"
- "arn:aws:iam::aws:policy/ComprehendFullAccess"
- "arn:aws:iam::aws:policy/ComprehendMedicalFullAccess"
- "arn:aws:iam::aws:policy/AmazonS3FullAccess"
- "arn:aws:iam::aws:policy/IAMFullAccess"
# SageMaker notebook
NotebookInstance:
Type: "AWS::SageMaker::NotebookInstance"
Properties:
InstanceType: !Ref NotebookInstanceType
NotebookInstanceName: !Ref NotebookName
RoleArn: !GetAtt SageMakerIamRole.Arn
VolumeSizeInGB: !Ref VolumeSize
DefaultCodeRepository: !Ref CodeRepository