AWS Certified Machine Learning Engineer – Associate (MLA-C01) — Question 185

A company wants to migrate ML models from an on-premises environment to Amazon SageMaker AI. The models are based on the PyTorch algorithm. The company needs to reuse its existing custom scripts as much as possible on AWS.

Which feature of SageMaker AI should the company use to meet these requirements?

Answer options

• A. SageMaker AI built-in algorithms
• B. SageMaker Canvas
• C. SageMaker JumpStart
• D. SageMaker AI script mode

Correct answer: D

Explanation

The correct answer is D, SageMaker AI script mode, as it allows the company to use their existing PyTorch scripts with minimal modification. The other options, such as built-in algorithms and JumpStart, do not accommodate the reuse of custom scripts, and SageMaker Canvas is designed for visual data analysis rather than script execution.