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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

        1. "Splendid Healthcare" has started developing a cancer detection system based on ML. The type of cancer they plan on detecting has 2% prevalence rate in the population of a particular geography. It is required that the model performs well for both normal and cancer patients.
        Which ONE of the following combinations requires MAXIMIZATION?
        SELECT ONE OPTION

        A) Maximize accuracy and recall
        B) Maximize precision and accuracy
        C) Maximize specificity number of classes
        D) Maximize recall and precision


        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) Natural language processing on textual requirements
        C) GUI analysis by computer vision
        D) Machine learning on logs of execution


        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) Data testing
        C) Evaluating the model
        D) Tuning the model


        4. Which ONE of the following hardware is MOST suitable for implementing Al when using ML?
        SELECT ONE OPTION

        A) High powered CPUs.
        B) Hardware supporting high precision floating point operations.
        C) 64-bit CPUs.
        D) Hardware supporting fast matrix multiplication.


        Solutions:

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

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