AWS Certified AI Practitioner (AIF-C01) — Question 83

A company is using Amazon SageMaker Studio notebooks to build and train ML models. The company stores the data in an Amazon S3 bucket. The company needs to manage the flow of data from Amazon S3 to SageMaker Studio notebooks.
Which solution will meet this requirement?

Answer options

• A. Use Amazon Inspector to monitor SageMaker Studio.
• B. Use Amazon Macie to monitor SageMaker Studio.
• C. Configure SageMaker to use a VPC with an S3 endpoint.
• D. Configure SageMaker to use S3 Glacier Deep Archive.

Correct answer: C

Explanation

The correct answer is C because configuring SageMaker to use a VPC with an S3 endpoint allows for secure and efficient data transfer between Amazon S3 and SageMaker Studio. Options A and B are incorrect as they relate to security monitoring rather than data flow management. Option D is also incorrect because S3 Glacier Deep Archive is meant for long-term storage and is not suitable for active data transfer.