AWS Certified Machine Learning Engineer – Associate (MLA-C01) — Question 117

A company wants to launch a new internal generative AI interface to answer user questions. The interface will be based on a popular open source large language model (LLM).

Which combination of steps will deploy the interface with the LEAST operational overhead? (Choose two.)

Answer options

• A. Use Amazon SageMaker JumpStart to deploy the LLM.
• B. Download the LLM as a .zip file. Deploy the LLM on a GPU-based Amazon EC2 instance.
• C. Create a frontend HTML interface that uses an Amazon API Gateway WebSocket API with AWS Lambda functions to handle the user interaction.
• D. Use Amazon QuickSight to create a UI to handle the user interaction.
• E. Use Amazon Lex to create a UI to handle the user interaction.

Correct answer: A, C

Explanation

The correct answer is A and C because using Amazon SageMaker JumpStart simplifies the deployment of the LLM, and creating a frontend HTML interface with Amazon API Gateway and AWS Lambda minimizes operational overhead by providing a scalable solution. Options B, D, and E introduce additional complexity and management requirements that are not ideal for reducing operational overhead.