A Media Company Wants to Perform Machine Learning and Analytics

question 48

Multiple Choice

A media company wants to perform machine learning and analytics on the data residing in its Amazon S3 data lake. There are two data transformation requirements that will enable the consumers within the company to create reports: Daily transformations of 300 GB of data with different file formats landing in Amazon S3 at a scheduled time. One-time transformations of terabytes of archived data residing in the S3 data lake. Which combination of solutions cost-effectively meets the company's requirements for transforming the data? (Choose three.)

• A) For daily incoming data, use AWS Glue crawlers to scan and identify the schema.
• B) For daily incoming data, use Amazon Athena to scan and identify the schema.
• C) For daily incoming data, use Amazon Redshift to perform transformations.
• D) For daily incoming data, use AWS Glue workflows with AWS Glue jobs to perform transformations.
• E) For archived data, use Amazon EMR to perform data transformations.
• F) For archived data, use Amazon SageMaker to perform data transformations.

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Definitions:

Colonization

The process by which a country establishes control over a foreign territory, subjecting it to its rule and often settling it with its own populace, impacting the indigenous culture and society.

Land Ownership

The legal or rightful ownership of land, involving the rights to use, control, and transfer land as property.

John Winthrop

An English Puritan lawyer and one of the leading figures in founding the Massachusetts Bay Colony, the second major settlement in New England following Plymouth Colony.

City Upon a Hill

A metaphor from a sermon by Puritan leader John Winthrop, this term highlights the belief that the American colonies had a special mission to serve as a beacon of purity and morality.