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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
Topic 1: AI System Quality Risks- Model drift and performance degradation
- Ethical and legal considerations
Topic 2: Testing AI-Based Systems- Testing ML models
- Data quality and dataset validation
- Bias, fairness, and explainability testing
Topic 3: Machine Learning Fundamentals for Testers- Supervised and unsupervised learning concepts
- Model training and evaluation basics
Topic 4: AI in Test Automation- AI-supported test generation
- AI-based defect prediction and analytics
Topic 5: Introduction to AI in Software Testing- Role of AI in testing
- AI systems overview

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

Question #1

Which ONE of the following is the BEST option to optimize the regression test selection and prevent the regression suite from growing large?
SELECT ONE OPTION

  • A. Automating test scripts using Al-based test automation tools.
  • B. Using of a random subset of tests.
  • C. Using an Al-based tool to optimize the regression test suite by analyzing past test results
  • D. Identifying suitable tests by looking at the complexity of the test cases.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #2

A system was developed for screening the X-rays of patients for potential malignancy detection (skin cancer).
A workflow system has been developed to screen multiple cancers by using several individually trained ML models chained together in the workflow.
Testing the pipeline could involve multiple kind of tests (I - III):
I.Pairwise testing of combinations
II.Testing each individual model for accuracy
III.A/B testing of different sequences of models
Which ONE of the following options contains the kinds of tests that would be MOST APPROPRIATE to include in the strategy for optimal detection?
SELECT ONE OPTION

  • A. Only II
  • B. Only III
  • C. I and II
  • D. I and III
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #3

Which ONE of the following options describes the LEAST LIKELY usage of Al for detection of GUI changes due to changes in test objects?
SELECT ONE OPTION

  • A. Using a computer vision to compare the GUI before and after the test object changes.
  • B. Using a vision-based detection of the GUI layout changes before and after test object changes.
  • C. Using a pixel comparison of the GUI before and after the change to check the differences.
  • D. Using a ML-based classifier to flag if changes in GUI are to be flagged for humans.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #4

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 accuracy
  • B. Testing for concept drift
  • C. Testing for security
  • D. Testing for bias
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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