Which ONE of the below types of testing is NOT a type of experience-based testing applied to an AI-based system?

The correct answer is D. Using an industry checklist to assess the steps used to prepare an ML system. Using an industry checklist to assess the steps used to prepare an ML system is not typically considered a type of experience-based testing. Experience-based testing is based on the tester's expertise and knowledge of the system, such as exploring training data, conducting…

Specific Approaches to Testing AI-based Systems

Question

Options

AExploring training data to understand its variety, patterns, structure and shape - then using that to
BUsability testing of the format of the output predictions
CUsing knowledge about previous ML systems to identify potential biases
DUsing an industry checklist to assess the steps used to prepare an ML system

How the community answered

(27 responses)

A
11% (3)
B
7% (2)
C
4% (1)
D
78% (21)

Explanation

Using an industry checklist to assess the steps used to prepare an ML system is not typically considered a type of experience-based testing. Experience-based testing is based on the tester's expertise and knowledge of the system, such as exploring training data, conducting usability testing, and identifying potential biases based on past experiences with ML systems. Using a checklist is more of a procedural or guideline-based approach rather than one based on experiential insight.

Topics

#experience-based testing#exploratory testing#bias identification#test techniques

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