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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

1. Which ONE of the following options describes a scenario of A/B testing the LEAST?
SELECT ONE OPTION

A) A comparison of the performance of an ML system on two different input datasets.
B) A comparison of two different websites for the same company to observe from a user acceptance perspective.
C) A comparison of the performance of two different ML implementations on the same input data.
D) A comparison of two different offers in a recommendation system to decide on the more effective offer for same users.


2. Which ONE of the following models BEST describes a way to model defect prediction by looking at the history of bugs in modules by using code quality metrics of modules of historical versions as input?
SELECT ONE OPTION

A) Search of similar code based on natural language processing.
B) Identifying the relationship between developers and the modules developed by them.
C) Clustering of similar code modules to predict based on similarity.
D) Using a classification model to predict the presence of a defect by using code quality metrics as the input data.


3. Which ONE of the following tests is LEAST likely to be performed during the ML model testing phase?
SELECT ONE OPTION

A) Testing the speed of the prediction by the model.
B) Testing the API of the service powered by the ML model.
C) Testing the accuracy of the classification model.
D) Testing the speed of the training of the model.


4. Max. Score: 2
Al-enabled medical devices are used nowadays for automating certain parts of the medical diagnostic processes. Since these are life-critical process the relevant authorities are considenng bringing about suitable certifications for these Al enabled medical devices. This certification may involve several facets of Al testing (I - V).
I.Autonomy
II.Maintainability
III.Safety
IV.Transparency
V.Side Effects
Which ONE of the following options contains the three MOST required aspects to be satisfied for the above scenario of certification of Al enabled medical devices?
SELECT ONE OPTION

A) Aspects I, II, and III
B) Aspects III, IV, and V
C) Aspects II, III and IV
D) Aspects I, IV, and V


Solutions:

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

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