A Machine Learning Specialist Receives Customer Data for an Online

question 42

Multiple Choice

A Machine Learning Specialist receives customer data for an online shopping website. The data includes demographics, past visits, and locality information. The Specialist must develop a machine learning approach to identify the customer shopping patterns, preferences, and trends to enhance the website-for better service and smart recommendations. Which solution should the Specialist recommend?

• A) Latent Dirichlet Allocation (LDA) for the given collection of discrete data to identify patterns in the customer database.
• B) A neural network with a minimum of three layers and random initial weights to identify patterns in the customer database.
• C) Collaborative filtering based on user interactions and correlations to identify patterns in the customer database.
• D) Random Cut Forest (RCF) over random subsamples to identify patterns in the customer database.

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Definitions:

Patient Education

The process of providing health information and instructions to patients to improve their health status and assist in disease or symptom management.

Rotate Location

The practice of changing the site of something, such as injections or pressure application, to prevent damage or enhance effectiveness.

Analgesic

Analgesic refers to a class of drugs designed to relieve pain without causing the loss of consciousness.

Antipyretic

A type of medication used to reduce or prevent fever by lowering the body temperature.