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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

        1. Which of the following is THE LEAST appropriate tests to be performed for testing a feature related to autonomy?
        SELECT ONE OPTION

        A) Test for human handover when it should actually not be relinquishing control.
        B) Test for human handover requiring mandatory relinquishing control.
        C) Test for human handover to give rest to the system.
        D) Test for human handover after a given time interval.


        2. Which ONE of the following models BEST describes a way to model defect prediction by looking at the history of bugs in modules by using code quality metrics of modules of historical versions as input?
        SELECT ONE OPTION

        A) Using a classification model to predict the presence of a defect by using code quality metrics as the input data.
        B) Clustering of similar code modules to predict based on similarity.
        C) Identifying the relationship between developers and the modules developed by them.
        D) Search of similar code based on natural language processing.


        3. The activation value output for a neuron in a neural network is obtained by applying computation to the neuron.
        Which ONE of the following options BEST describes the inputs used to compute the activation value?
        SELECT ONE OPTION

        A) Individual bias at the neuron level, and weights assigned to the connections between theneurons.
        B) Individual bias at the neuron level, and activation values of neurons in the previous layer.
        C) Activation values of neurons in the previous layer, and weights assigned to the connections between the neurons.
        D) Individual bias at the neuron level, activation values of neurons in the previous layer, and weights assigned to the connections between the neurons.


        4. Which ONE of the following options does NOT describe an Al technology related characteristic which differentiates Al test environments from other test environments?
        SELECT ONE OPTION

        A) Challenges in the creation of scenarios of human handover for autonomous systems.
        B) The challenge of providing explainability to the decisions made by the system.
        C) The challenge of mimicking undefined scenarios generated due to self-learning
        D) Challenges resulting from low accuracy of the models.


        Solutions:

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

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