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ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:

1. A company producing consumable goods wants to identify groups of people with similar tastes for the purpose of targeting different products for each group. You have to choose and apply an appropriate ML type for this problem.
Which ONE of the following options represents the BEST possible solution for this above-mentioned task?
SELECT ONE OPTION

A) Clustering
B) Regression
C) Classification
D) Association


2. Pairwise testing can be used in the context of self-driving cars for controlling an explosion in the number of combinations of parameters.
Which ONE of the following options is LEAST likely to be a reason for this incredible growth of parameters?
SELECT ONE OPTION

A) Different weather conditions
B) ML model metrics to evaluate the functional performance
C) Different Road Types
D) Different features like ADAS, Lane Change Assistance etc.


3. Which ONE of the following types of coverage SHOULD be used if test cases need to cause each neuron to achieve both positive and negative activation values?
SELECT ONE OPTION

A) Neuron coverage
B) Sign change coverage
C) Threshold coverage
D) Value coverage


4. Which ONE of the following statements is a CORRECT adversarial example in the context of machine learning systems that are working on image classifiers.
SELECT ONE OPTION

A) These examples are model specific and are not likely to cause another model trained on same task to fail.
B) These attacks can't be prevented by retraining the model with these examples augmented tothe training data.
C) These attack examples cause a model to predict the correct class with slightly less accuracy even though they look like the original image.
D) Black box attacks based on adversarial examples create an exact duplicate model of the original.


Solutions:

Question # 1
Answer: A
Question # 2
Answer: B
Question # 3
Answer: B
Question # 4
Answer: A

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