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Instant Download ISQI : CT-AI_v1.0_World Questions & Answers as PDF & Test Engine

CT-AI_v1.0_World
  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Aug 02, 2026
  • No. of Questions: 40 Questions and Answers
  • Download Limit: Unlimited
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

        1. Which ONE of the following activities is MOST relevant when addressing the scenario where you have more than the required amount of data available for the training?
        SELECT ONE OPTION

        A) Data sampling
        B) Data augmentation
        C) Data labeling
        D) Feature selection


        2. 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) Clustering
        B) Classification
        C) Reinforcement learning
        D) Regression


        3. 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) Value coverage
        B) Threshold coverage
        C) Sign change coverage
        D) Neuron coverage


        4. 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) Compliance needs require proper care to be taken of input personal data.
        C) Nature of data constantly changes with lime.
        D) Data for the use case is being generated at a fast pace.


        Solutions:

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

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