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Last Updated: Jul 28, 2026

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

        A) Genetic algorithms
        B) Search engines
        C) Procedural programming
        D) Case control structures


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


        3. Which ONE of the following characteristics is the least likely to cause safety related issues for an Al system?
        SELECT ONE OPTION

        A) High complexity
        B) Robustness
        C) Self-learning
        D) Non-determinism


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


        Solutions:

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

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