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A machine learning problem involves four attributes plus a class. The attributes have 3, 2, 2, and 2 possible values each. The class has 3 possible values. How many maximum possible different examples are there?

A. 12

B. 24

C. 48

D. 72

Answer: Option D

Solution(By Examveda Team)

A machine learning problem involves four attributes plus a class. The attributes have 3, 2, 2, and 2 possible values each. The class has 3 possible values. How many maximum possible different examples are there?

Option A: 12
To calculate the maximum possible different examples, you can multiply the number of possible values for each attribute and the class together: 3 (attribute 1) x 2 (attribute 2) x 2 (attribute 3) x 2 (attribute 4) x 3 (class) = 72. So, the correct answer is not Option A.

Option B: 24
Option B is not the correct answer because it doesn't reflect the correct calculation for the maximum possible different examples.

Option C: 48
Option C is not the correct answer because it also does not represent the correct calculation for the maximum possible different examples.

Option D: 72
The correct answer is Option D. To find the maximum possible different examples, you can multiply the number of possible values for each attribute and the class together: 3 (attribute 1) x 2 (attribute 2) x 2 (attribute 3) x 2 (attribute 4) x 3 (class) = 72.

In summary, the maximum possible different examples for this machine learning problem is 72, as correctly represented in Option D.

This Question Belongs to Computer Science >> Machine Learning

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