A Machine Learning Specialist Working for an Online Fashion Company

question 10

Multiple Choice

A Machine Learning Specialist working for an online fashion company wants to build a data ingestion solution for the company's Amazon S3-based data lake. The Specialist wants to create a set of ingestion mechanisms that will enable future capabilities comprised of: Real-time analytics Interactive analytics of historical data Clickstream analytics Product recommendations Which services should the Specialist use?

• A) AWS Glue as the data catalog; Amazon Kinesis Data Streams and Amazon Kinesis Data Analytics for real-time data insights; Amazon Kinesis Data Firehose for delivery to Amazon ES for clickstream analytics; Amazon EMR to generate personalized product recommendations
• B) Amazon Athena as the data catalog: Amazon Kinesis Data Streams and Amazon Kinesis Data Analytics for near-real-time data insights; Amazon Kinesis Data Firehose for clickstream analytics; AWS Glue to generate personalized product recommendations
• C) AWS Glue as the data catalog; Amazon Kinesis Data Streams and Amazon Kinesis Data Analytics for historical data insights; Amazon Kinesis Data Firehose for delivery to Amazon ES for clickstream analytics; Amazon EMR to generate personalized product recommendations
• D) Amazon Athena as the data catalog; Amazon Kinesis Data Streams and Amazon Kinesis Data Analytics for historical data insights; Amazon DynamoDB streams for clickstream analytics; AWS Glue to generate personalized product recommendations

---

Definitions:

Customer Needs

The recognized necessities or desires that drive consumers to seek out products or services for satisfaction or solution.

Value Chain Analysis

A strategic tool used to analyze the activities that create value in a business, from conceptualization to delivery to consumers.

Portfolio Analysis

Involves evaluating the collection of businesses, investments, or financial assets held by an individual or corporation to determine their performance and strategic fit.

Pricing Matrix

A structured plan that outlines different price levels for a product or service based on various factors, such as market demand, competition, and cost of production.