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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
AI in Test Automation- AI-supported test generation
- AI-based defect prediction and analytics
Testing AI-Based Systems- Bias, fairness, and explainability testing
- Testing ML models
- Data quality and dataset validation
AI System Quality Risks- Model drift and performance degradation
- Ethical and legal considerations
Machine Learning Fundamentals for Testers- Supervised and unsupervised learning concepts
- Model training and evaluation basics
Introduction to AI in Software Testing- Role of AI in testing
- AI systems overview

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

1. 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) Threshold coverage
B) Sign change coverage
C) Neuron coverage
D) Value coverage


2. In a certain coffee producing region of Colombia, there have been some severe weather storms, resulting in massive losses in production. This caused a massive drop in stock price of coffee.
Which ONE of the following types of testing SHOULD be performed for a machine learning model for stock-price prediction to detect influence of such phenomenon as above on price of coffee stock.
SELECT ONE OPTION

A) Testing for security
B) Testing for concept drift
C) Testing for accuracy
D) Testing for bias


3. "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 bebehaving 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

A) The difficulty of defining criteria for improvement before the model can be accepted.
B) The unknown nature and insufficient specification of the operating environment might have caused the poor performance.
C) There was an algorithmic bias in the Al system.
D) The fast pace of change did not allow sufficient time for testing.


4. "BioSearch" is creating an Al model used for predicting cancer occurrence via examining X-Ray images. The accuracy of the model in isolation has been found to be good. However, the users of the model started complaining of the poor quality of results, especially inability to detect real cancer cases, when put to practice in the diagnosis lab, leading to stopping of the usage of the model.
A testing expert was called in to find the deficiencies in the test planning which led to the above scenario.
Which ONE of the following options would you expect to MOST likely be the reason to be discovered by the test expert?
SELECT ONE OPTION

A) A lack of focus on choosing the right functional-performance metrics.
B) The input data has not been tested for quality prior to use for testing.
C) A lack of focus on non-functional requirements testing.
D) A lack of similarity between the training and testing data.


Solutions:

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

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