AWS Certified AI Practitioner (AIF-C01) — Question 178

Which option is a benefit of using infrastructure as code (IaC) in machine learning operations (MLOps)?

Answer options

• A. IaC eliminates the need for hyperparameter tuning.
• B. IaC always provisions powerful compute instances, contributing to the training of more accurate models.
• C. IaC streamlines the deployment of scalable and consistent ML workloads in cloud environments.
• D. IaC minimizes overall expenses by deploying only low-cost instances.

Correct answer: C

Explanation

The correct answer, C, highlights how IaC enhances the deployment process for ML workloads by ensuring consistency and scalability in cloud environments. Option A is incorrect because IaC does not influence hyperparameter tuning. Option B is misleading as IaC does not guarantee the provisioning of powerful instances, and option D is also incorrect since IaC does not limit deployments to low-cost instances, but rather focuses on managing infrastructure effectively.