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Machine Learning Implementation and OperationshardMultiple ChoiceObjective-mapped

MLS-C01 Practice Question: Machine Learning Implementation and Operations

Exhibit

Refer to the exhibit.

{
  "AlgorithmSpecification": {
    "TrainingImage": "382416733822.dkr.ecr.us-west-2.amazonaws.com/sagemaker-xgboost:1.2-1",
    "TrainingInputMode": "File"
  },
  "RoleArn": "arn:aws:iam::123456789012:role/SageMakerRole",
  "InputDataConfig": [
    {
      "ChannelName": "train",
      "DataSource": {
        "S3DataSource": {
          "S3DataType": "S3Prefix",
          "S3Uri": "s3://my-bucket/train/"
        }
      },
      "ContentType": "text/csv",
      "CompressionType": "None"
    }
  ],
  "OutputDataConfig": {
    "S3OutputPath": "s3://my-bucket/output/"
  },
  "ResourceConfig": {
    "InstanceType": "ml.m5.large",
    "InstanceCount": 1,
    "VolumeSizeInGB": 10
  },
  "StoppingCondition": {
    "MaxRuntimeInSeconds": 86400
  }
}

A data scientist submits a SageMaker training job with the provided configuration. The job fails immediately with the error 'Algorithm not found: 382416733822.dkr.ecr.us-west-2.amazonaws.com/sagemaker-xgboost:1.2-1'. What is the most likely cause?

⚠ Common exam trap

Many candidates confuse an 'Algorithm not found' error with a permissions issue (Option D) or a region mismatch (Option A), but the error message is specific to the image URI not existing in ECR, not to access or region problems.

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

The ECR repository URI is incorrect or the image does not exist.

The error 'Algorithm not found' indicates that the ECR repository URI specified in the training job configuration does not point to an existing image. The URI '382416733822.dkr.ecr.us-west-2.amazonaws.com/sagemaker-xgboost:1.2-1' is the standard SageMaker built-in XGBoost image for the us-west-2 region, but the version '1.2-1' may not exist or the URI is malformed. SageMaker training jobs require a valid ECR image URI to launch the container; if the image is not found in the registry, the job fails immediately with this error.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • The training region is different from the image region.

    Why it's wrong here

    The URI includes us-west-2, and job is in same region.

  • The ECR repository URI is incorrect or the image does not exist.

    Why this is correct

    The URI may have wrong account ID or tag.

  • The input data format is incorrect.

    Why it's wrong here

    Error occurs before data is read.

  • The IAM role does not have permission to pull the image.

    Why it's wrong here

    Would get access denied, not 'algorithm not found'.

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Last reviewed: Jul 4, 2026

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