AWS Certified AI Practitioner (AIF-C01) — Question 252

A company is developing a product recommendation application by using a generative AI model. The company must minimize the application’s environmental impact.

Which solution will meet these requirements?

Answer options

• A. Optimize the deployed model architecture to prioritize computational efficiency during model inference.
• B. Adopt a distributed inference approach by using multiple smaller models across multiple Availability Zones.
• C. Adopt a hybrid strategy by deploying the model on premises and storing the data on AWS.
• D. Deploy multiple models and use a dynamic model selection mechanism that queries different models randomly.

Correct answer: A

Explanation

The correct answer, A, focuses on optimizing the model architecture to enhance computational efficiency, which directly reduces energy consumption and environmental impact. The other options, while they may provide benefits in terms of scalability or data management, do not specifically address minimizing environmental impact as effectively as optimizing the model's inference process.