What is an example of unsupervised machine learning?

The correct answer is A. Analyzing customer purchase patterns to identify natural groupings. Unsupervised learning deals with unlabeled data. Identifying "natural groupings" or clusters in customer purchase patterns (e.g., segmenting customers into different buying behaviors without pre-defined labels) is a classic example of unsupervised learning (clustering). Options…

Machine Learning Fundamentals

Question

Options

AAnalyzing customer purchase patterns to identify natural groupings.
BTraining a system to recognize product images using labeled categories.
CPredicting subscription renewal based on past renewal status data.
DForecasting sales figures using historical sales and marketing spend.

How the community answered

(41 responses)

A
90% (37)
B
5% (2)
C
2% (1)
D
2% (1)

Explanation

Unsupervised learning deals with unlabeled data. Identifying "natural groupings" or clusters in customer purchase patterns (e.g., segmenting customers into different buying behaviors without pre-defined labels) is a classic example of unsupervised learning (clustering). Options B, C, and D are examples of supervised learning, as they involve labeled data for training (product categories, renewal status, sales figures).

Topics

#Unsupervised Learning#Machine Learning Concepts#Clustering#Data Analysis

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