A Company Has Set Up and Deployed Its Machine Learning

question 20

Multiple Choice

A company has set up and deployed its machine learning (ML) model into production with an endpoint using Amazon SageMaker hosting services. The ML team has configured automatic scaling for its SageMaker instances to support workload changes. During testing, the team notices that additional instances are being launched before the new instances are ready. This behavior needs to change as soon as possible. How can the ML team solve this issue?

• A) Decrease the cooldown period for the scale-in activity. Increase the configured maximum capacity of instances.
• B) Replace the current endpoint with a multi-model endpoint using SageMaker.
• C) Set up Amazon API Gateway and AWS Lambda to trigger the SageMaker inference endpoint.
• D) Increase the cooldown period for the scale-out activity.

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Definitions:

American Way of Life

A phrase referring to the lifestyle and cultural norms prevalent in the United States.

Civil Rights Movement

A pivotal series of events and efforts, primarily during the 1950s and 1960s in the United States, aimed at ending racial segregation and discrimination against African Americans and securing legal recognition and federal protection of the citizenship rights enumerated in the Constitution and federal law.

Reconstruction

The period following the American Civil War (1865-1877) during which the United States attempted to address the inequities of slavery and integrate formerly enslaved people into society and politics.

1950s

A decade marked by post-World War II recovery, the beginning of the Cold War, and significant social and economic changes in many parts of the world.