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:

Optimal Way

The most efficient or effective method for achieving a specific goal or outcome.

Serious Cash Shortage

A financial situation where an entity lacks sufficient funds to cover its immediate or short-term obligations, leading to potential liquidity issues.

Venture

An undertaking that is typically risky but offers the potential for significant rewards, often associated with new businesses or startups.

Capital

Wealth in the form of money or other assets owned by a person or organization or available for purposes such as starting a company or investing.