ISTQB CT-AI - ISTQB Certified Tester - AI Testing Exam

Question #11 (Topic: Exam A)
While measuring the test coverage of a neural network, a test engineer wants to measure the number of neurons that have each output two activation function results with a minimum difference between the two results of 0.5.
Which ONE of the below coverage measures would achieve that goal?
A. Neuron coverage B. Value-change coverage C. Sign-change coverage D. None of the coverage measures
Answer: B
Question #12 (Topic: Exam A)
Which ONE of the below is MOST likely to be a challenge in ML data preparation?
A. The time and associated costs required B. Functional performance C. Designing a reward function D. Specification of acceptance criteria
Answer: A
Question #13 (Topic: Exam A)
You are evaluating the use of a highly accurate pre-trained model that is used widely in industry for a similar use case. There is an intention to apply transfer learning techniques to further customize the model.
Which ONE of the following is the LEAST likely to be a significant risk with this approach?
A. The functional performance of the system may exhibit bias B. The system may be vulnerable to adversarial attacks inherited from the pre-trained model C. Differences in data preparation steps between the training of the pre-trained model and consequent use of the model may result in reduced functional performance D. The functional performance of the pre-trained model could be lower than stakeholders expect
Answer: D
Question #14 (Topic: Exam A)
Which ONE of the below is NOT likely to cause a data quality issue affecting a single ML model?
A. Security issues B. Hardware issues C. Incorrect weights D. Faulty sensors
Answer: C
Question #15 (Topic: Exam A)
The following confusion matrix represents the functional performance of a classifier.

Which ONE of the following is the correct calculation for the accuracy of the classifier?
A. 60 / (60 + 20) * 100% = 75% B. 60 / (60 + 9) * 100% = 87% C. 2 * (60 / (60 + 20) * 60 / (60 + 9)) / (60 / (60 + 20) + 60 / (60 + 9)) * 100% = 80% D. (60 + 11) / (60 + 11 + 20 + 9) * 100% = 71%
Answer: D
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