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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
Machine Learning Fundamentals for Testers- Model training and evaluation basics
- Supervised and unsupervised learning concepts
AI System Quality Risks- Ethical and legal considerations
- Model drift and performance degradation
AI in Test Automation- AI-based defect prediction and analytics
- AI-supported test generation
Introduction to AI in Software Testing- AI systems overview
- Role of AI in testing
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 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) Using a classification model to predict the presence of a defect by using code quality metrics as the input data.
B) Identifying the relationship between developers and the modules developed by them.
C) Clustering of similar code modules to predict based on similarity.
D) Search of similar code based on natural language processing.


2. 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) Value coverage
D) Neuron coverage


3. Which ONE of the following options does NOT describe an Al technology related characteristic which differentiates Al test environments from other test environments?
SELECT ONE OPTION

A) The challenge of providing explainability to the decisions made by the system.
B) Challenges in the creation of scenarios of human handover for autonomous systems.
C) Challenges resulting from low accuracy of the models.
D) The challenge of mimicking undefined scenarios generated due to self-learning


4. Upon testing a model used to detect rotten tomatoes, the following data was observed by the test engineer, based on certain number of tomato images.

For this confusion matrix which combinations of values of accuracy, recall, and specificity respectively is CORRECT?
SELECT ONE OPTION

A) 0.87.0.9. 0.84
B) 1,0.87,0.84
C) 1,0.9, 0.8
D) 0.84.1,0.9


Solutions:

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

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