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

  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Aug 17, 2026     Q & A: 40 Questions and Answers

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

        1. A software component uses machine learning to recognize the digits from a scan of handwritten numbers. In the scenario above, which type of Machine Learning (ML) is this an example of?
        SELECT ONE OPTION

        A) Classification
        B) Regression
        C) Reinforcement learning
        D) Clustering


        2. Written requirements are given in text documents, which ONE of the following options is the BEST way to generate test cases from these requirements?
        SELECT ONE OPTION

        A) Analyzing source code for generating test cases
        B) GUI analysis by computer vision
        C) Machine learning on logs of execution
        D) Natural language processing on textual requirements


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


        4. An image classification system is being trained for classifying faces of humans. The distribution of the data is
        70% ethnicity A and 30% for ethnicities B, C and D. Based ONLY on the above information, which of the following options BEST describes the situation of this image classification system?
        SELECT ONE OPTION

        A) This is an example of expert system bias.
        B) This is an example of algorithmic bias.
        C) This is an example of hyperparameter bias.
        D) This is an example of sample bias.


        Solutions:

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

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