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Answer: Determining a category from a given variable
The correct answer is C. Classification is used to predict categorical outcomes, such as Yes/No or True/False. In this scenario, predicting whether someone uses a bicycle to travel to work based on the distance from home to work is a categorical outcome. Other options, such as A and D, refer to regression, which predicts continuous values, while B refers to clustering, which groups items based on similarities.
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What constitutes a classification use case?
A
Estimating a continuous value from a variable
B
Categorizing items based on shared attributes
C
Determining a category from a given variable
D
Forecasting a continuous outcome from past data
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