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ISTQB Certified Tester AI Testing Exam

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Total Questions : 120

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Question # 31

Which statement about testing to prevent data poisoning and adversarial attacks is correct?

Choose ONE option (1 out of 4)

Options:

A.  

Regression testing can be used to verify data sourcing policies to ensure the source of training data.

B.  

The adversarial examples identified during adversarial testing must not be added to the training data so that they do not poison the model.

C.  

Adversarial testing consists of using adversarial attacks to identify vulnerabilities so that they can be eliminated.

D.  

Using AIB testing to identify data poisoning can better identify outliers than exploratory data analysis.

Discussion 0
Question # 32

Which ONE of the following options BEST DESCRIBES clustering?

SELECT ONE OPTION

Options:

A.  

Clustering is classification of a continuous quantity.

B.  

Clustering is supervised learning.

C.  

Clustering is done without prior knowledge of output classes.

D.  

Clustering requires you to know the classes.

Discussion 0
Question # 33

"AllerEgo" is a product that uses sell-learning to predict the behavior of a pilot under combat situation for a variety of terrains and enemy aircraft formations. Post training the model was exposed to the real-

world data and the model was found to be behaving poorly. A lot of data quality tests had been performed on the data to bring it into a shape fit for training and testing.

Which ONE of the following options is least likely to describes the possible reason for the fall in the performance, especially when considering the self-learning nature of the Al system?

SELECT ONE OPTION

    The difficulty of defining criteria for improvement before the model can be accepted.

    The fast pace of change did not allow sufficient time for testing.

    The unknown nature and insufficient specification of the operating environment might have caused the poor performance.

Options:

A.  

There was an algorithmic bias in the Al system.

Discussion 0
Question # 34

Which of the following statements regarding experience-based testing for AI-based systems is correct?

Choose ONE option (1 out of 4)

Options:

A.  

Intuitive test case design for AI-based systems involves interactive, hypothesis-driven examination of data for correlations or developmental trends.

B.  

In checklist-based testing of AI-based systems, the existing test cases are dynamically adapted, for example based on metamorphic testing.

C.  

Exploratory testing is often used for AI-based systems because there are often insufficient specifications or problems with the test oracle for AI-based systems.

D.  

Tour refers to intuitive test case design for AI-based systems based on multiple, sequential test cases using systematically biased training data.

Discussion 0
Question # 35

Which of the following statements about the structure and function of neural networks is true?

Choose ONE option (1 out of 4)

Options:

A.  

The bias of a neuron is determined by the activation values of the neurons in the previous layer

B.  

Training a neural network only changes the values of the weights at the connections between neurons

C.  

A single-layer perceptron is NOT a neural network

D.  

The input layer of a deep neural network must have at least as many neurons as its output layer

Discussion 0
Question # 36

Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?

SELECT ONE OPTION

Options:

A.  

Compliance needs require proper care to be taken of input personal data.

B.  

Nature of data constantly changes with lime.

C.  

Data for the use case is being generated at a fast pace.

D.  

Test data being sourced from public sources.

Discussion 0
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