ISQI CT-AI_v1.0_World : ISTQB Certified Tester AI Testing (v1.0)

  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Oct 01, 2026
  • Q & A: 40 Questions and Answers

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About ISQI CT-AI_v1.0_World Exam

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionWeightObjectives
Testing AI-Based Systems11%- Test strategy and approach
- Specific challenges and risks
ML Functional Performance Metrics11%- ROC, AUC, MSE, silhouette coefficient
- Confusion matrix, accuracy, precision, recall
ML Data10%- Data quality issues and impact
- Data acquisition, preprocessing, labeling
Quality Characteristics for AI-Based Systems10%- Ethics, bias, transparency and safety
- Flexibility, adaptability, autonomy
Testing Quality Characteristics11%- Testing transparency, fairness, robustness
- Explainability and reliability testing
Using AI for Testing Activities10%- Regression optimization, test analysis
- Test case generation, defect prediction
Test Environment for AI Systems2%- Data and infrastructure requirements
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
        Neural Networks and Testing4%- Coverage measures for deep learning
        - Structure of neural networks
        AI-Based System Testing Methods17%- Adversarial testing, bias testing
        - Model validation and verification
        Machine Learning (ML) Overview11%- ML workflow, overfitting, underfitting
        - Supervised, unsupervised, reinforcement learning

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

        Question #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. Neuron coverage
        • B. Sign change coverage
        • C. Value coverage
        • D. Threshold coverage
        Reveal Solution  Discussion  0

        Correct Answer: B  🗳️

        Explanation: Only visible for Free4Torrent members. You can sign-up / login (it's free).

        Question #2

        In a conference on artificial intelligence (Al), a speaker made the statement, "The current implementation of Al using models which do NOT change by themselves is NOT true Al*. Based on your understanding of Al, is this above statement CORRECT or INCORRECT and why?
        SELECT ONE OPTION

        • A. This statement is correct. In general, what is considered Al today may change over time.
        • B. This statement is correct. In general, today the term Al is utilized incorrectly.
        • C. This statement is incorrect. What is considered Al today will continue to be Al even as technology evolves and changes.
        • D. This statement is incorrect. Current Al is true Al and there is no reason to believe that this fact will change over time.
        Reveal Solution  Discussion  0

        Correct Answer: A  🗳️

        Explanation: Only visible for Free4Torrent members. You can sign-up / login (it's free).

        Question #3

        "Splendid Healthcare" has started developing a cancer detection system based on ML. The type of cancer they plan on detecting has 2% prevalence rate in the population of a particular geography. It is required that the model performs well for both normal and cancer patients.
        Which ONE of the following combinations requires MAXIMIZATION?
        SELECT ONE OPTION

        • A. Maximize accuracy and recall
        • B. Maximize specificity number of classes
        • C. Maximize recall and precision
        • D. Maximize precision and accuracy
        Reveal Solution  Discussion  0

        Correct Answer: C  🗳️

        Explanation: Only visible for Free4Torrent members. You can sign-up / login (it's free).

        Question #4

        Which ONE of the following hardware is MOST suitable for implementing Al when using ML?
        SELECT ONE OPTION

        • A. Hardware supporting high precision floating point operations.
        • B. High powered CPUs.
        • C. 64-bit CPUs.
        • D. Hardware supporting fast matrix multiplication.
        Reveal Solution  Discussion  0

        Correct Answer: D  🗳️

        Explanation: Only visible for Free4Torrent members. You can sign-up / login (it's free).

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