Question

Which of the following are the purpose of testing in Machine Learning?
a) Generalization
b) Performance on unseen or unknown scenarios or data
c) Specialization
O Only a
O Only b
o Onlyc
O a and b
O band c
​

Answer 1

Generalization, performance on unseen or unknown scenarios or data.(a and b)

Answer 2

Answer: The answer is a and b.

Explanation: In Machine Learning testing, the programmer enters input and observes the behavior and logic of the machine.

hence, the purpose of testing machine learning is to elaborate that the logic learned by machine remain consistent. The logic should not change even after calling the program multiple times.

Machine Learning is tested by providing new or unseen data from some sample/distribution. therefore, the ability of a model to adapt to the unknown data/scenarios is called generalization.