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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

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


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


        3. Which ONE of the following options is the MOST APPROPRIATE stage of the ML workflow to set model and algorithm hyperparameters?
        SELECT ONE OPTION

        A) Deploying the model
        B) Evaluating the model
        C) Data testing
        D) Tuning the model


        4. Which ONE of the following approaches to labelling requires the least time and effort?
        SELECT ONE OPTION

        A) Al-Assisted
        B) Outsourced
        C) Internal
        D) Pre-labeled dataset


        Solutions:

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

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