A Company That Promotes Healthy Sleep Patterns by Providing Cloud-Connected

question 55

Multiple Choice

A company that promotes healthy sleep patterns by providing cloud-connected devices currently hosts a sleep tracking application on AWS. The application collects device usage information from device users. The company's Data Science team is building a machine learning model to predict if and when a user will stop utilizing the company's devices. Predictions from this model are used by a downstream application that determines the best approach for contacting users. The Data Science team is building multiple versions of the machine learning model to evaluate each version against the company's business goals. To measure long-term effectiveness, the team wants to run multiple versions of the model in parallel for long periods of time, with the ability to control the portion of inferences served by the models. Which solution satisfies these requirements with MINIMAL effort?

• A) Build and host multiple models in Amazon SageMaker. Create multiple Amazon SageMaker endpoints, one for each model. Programmatically control invoking different models for inference at the application layer.
• B) Build and host multiple models in Amazon SageMaker. Create an Amazon SageMaker endpoint configuration with multiple production variants. Programmatically control the portion of the inferences served by the multiple models by updating the endpoint configuration.
• C) Build and host multiple models in Amazon SageMaker Neo to take into account different types of medical devices. Programmatically control which model is invoked for inference based on the medical device type.
• D) Build and host multiple models in Amazon SageMaker. Create a single endpoint that accesses multiple models. Use Amazon SageMaker batch transform to control invoking the different models through the single endpoint.

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Definitions:

Gender Identity

An individual's personal sense of their own gender, which may or may not align with the sex they were assigned at birth.

Gender Roles

Roles, behaviors, activities, and attributes deemed appropriate for men and women by societal norms and constructions.

Malala Yousafzai

A Pakistani activist for female education and the youngest Nobel Prize laureate, recognized for her advocacy in the face of opposition to girl's education.

Islamic Militants

Islamic militants are individuals or groups that pursue political objectives through the use of violence and are motivated by Islamic fundamentalist ideologies.