A Machine Learning Specialist Is Designing a System for Improving

question 6

Multiple Choice

A Machine Learning Specialist is designing a system for improving sales for a company. The objective is to use the large amount of information the company has on users' behavior and product preferences to predict which products users would like based on the users' similarity to other users. What should the Specialist do to meet this objective?

• A) Build a content-based filtering recommendation engine with Apache Spark ML on Amazon EMR
• B) Build a collaborative filtering recommendation engine with Apache Spark ML on Amazon EMR.
• C) Build a model-based filtering recommendation engine with Apache Spark ML on Amazon EMR
• D) Build a combinative filtering recommendation engine with Apache Spark ML on Amazon EMR

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Definitions:

Exponential Growth

A process of increase where the quantity grows at a rate proportional to its current value, leading to rapid escalation over time, commonly used in reference to populations, investments, and infectious disease spread.

Unilinear Evolutionary Theory

The assertion that there is only one path through which an organism or society can evolve.

Universal Evolutionary Theory

A concept in sociology that attempts to explain the development of societies from simple to complex forms over time through a process of evolution.

Canadian Society

Refers to the social structures, norms, and cultural aspects unique to Canada, influenced by its diverse population and history.