ISQI CT-AI_v1.0_World Q&A - in .pdf

  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Aug 26, 2026
  • Q & A: 40 Questions and Answers
  • PDF Price: $59.99
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ISQI CT-AI_v1.0_World Q&A - Testing Engine

  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Aug 26, 2026
  • Q & A: 40 Questions and Answers
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Test Environment for AI Systems2%- Data and infrastructure requirements
Topic 2: ML Data10%- Data quality issues and impact
- Data acquisition, preprocessing, labeling
Topic 3: Machine Learning (ML) Overview11%- Supervised, unsupervised, reinforcement learning
- ML workflow, overfitting, underfitting
Topic 4: Testing AI-Based Systems11%- Test strategy and approach
- Specific challenges and risks
Topic 5: Testing Quality Characteristics11%- Testing transparency, fairness, robustness
- Explainability and reliability testing
Topic 6: Quality Characteristics for AI-Based Systems10%- Flexibility, adaptability, autonomy
- Ethics, bias, transparency and safety
Topic 7: Introduction to AI10%- AI definitions and types
  • 1. Narrow, General and Super AI
    • 2. AI vs conventional systems
      - AI technologies and frameworks
      • 1. AI hardware and AIaaS
        Topic 8: Neural Networks and Testing4%- Structure of neural networks
        - Coverage measures for deep learning
        Topic 9: ML Functional Performance Metrics11%- Confusion matrix, accuracy, precision, recall
        - ROC, AUC, MSE, silhouette coefficient
        Topic 10: AI-Based System Testing Methods17%- Model validation and verification
        - Adversarial testing, bias testing
        Topic 11: Using AI for Testing Activities10%- Test case generation, defect prediction
        - Regression optimization, test analysis

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

        Question 1

        Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
        SELECT ONE OPTION

        A. Test data being sourced from public sources.
        B. Data for the use case is being generated at a fast pace.
        C. Compliance needs require proper care to be taken of input personal data.
        D. Nature of data constantly changes with lime.


        Question 2

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


        Question 3

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


        Question 4

        Data used for an object detection ML system was found to have been labelled incorrectly in many cases.
        Which ONE of the following options is most likely the reason for this problem?
        SELECT ONE OPTION

        A. Security issues
        B. Privacy issues
        C. Accuracy issues
        D. Bias issues


        Solutions:

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

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