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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
Methods and Techniques for Testing AI-Based Systems- Test Design Techniques
  • 1. Model Testing
  • 2. Scenario-Based Testing
  • 3. Data-Oriented Testing
Introduction to AI- AI Fundamentals
  • 1. AI Technologies
  • 2. AI as a Service
  • 3. AI Definitions and Concepts
  • 4. AI Development Frameworks
  • 5. AI-Based vs Conventional Systems
Quality Characteristics for AI-Based Systems- AI-Specific Quality Attributes
  • 1. Transparency and Explainability
  • 2. Ethics
  • 3. Flexibility and Adaptability
  • 4. Bias
  • 5. Autonomy
  • 6. Evolution
Machine Learning- ML Fundamentals
  • 1. Machine Learning Overview
  • 2. Supervised and Unsupervised Learning
  • 3. Training and Validation
Test Environments for AI-Based Systems- AI Test Infrastructure
  • 1. Monitoring and Maintenance
  • 2. Environment Configuration
  • 3. Data Management
ML Functional Performance Metrics- Performance Evaluation
  • 1. Accuracy
  • 2. Recall
  • 3. Precision
  • 4. F1 Score
Testing AI-Based Systems Overview- AI Testing Fundamentals
  • 1. Risk-Based Testing
  • 2. Test Strategy
  • 3. AI Test Lifecycle
ML Data- Data Quality
  • 1. Data Bias
  • 2. Data Preparation
  • 3. Data Collection
Using AI for Testing- AI-Assisted Testing
  • 1. Test Automation Support
  • 2. Test Data Generation
  • 3. Defect Prediction
Testing AI-Specific Quality Characteristics- Quality Validation
  • 1. Explainability Assessment
  • 2. Fairness Testing
  • 3. Robustness Testing
ML Neural Networks and Testing- Neural Networks
  • 1. Testing Neural Networks
  • 2. Neural Network Basics

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

Which ONE of the following is the BEST option to optimize the regression test selection and prevent the regression suite from growing large?
SELECT ONE OPTION

  • A. Identifying suitable tests by looking at the complexity of the test cases.
  • B. Automating test scripts using Al-based test automation tools.
  • C. Using of a random subset of tests.
  • D. Using an Al-based tool to optimize the regression test suite by analyzing past test results
Answer: D

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A ML engineer is trying to determine the correctness of the new open-source implementation *X", of a supervised regression algorithm implementation. R-Square is one of the functional performance metrics used to determine the quality of the model.
Which ONE of the following would be an APPROPRIATE strategy to achieve this goal?
SELECT ONE OPTION

  • A. Compare the R-Square score of the model obtained using two different implementations that utilize two different programming languages while using the same algorithm and the same training and testing data.
  • B. Add 10% of the rows randomly and create another model and compare the R-Square scores of both the model.
  • C. Train various models by changing the order of input features and verify that the R-Square score of these models vary significantly.
  • D. Drop 10% of the rows randomly and create another model and compare the R-Square scores of both the models.
Answer: A

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

  • A. Robustness
  • B. Self-learning
  • C. High complexity
  • D. Non-determinism
Answer: A

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Pairwise testing can be used in the context of self-driving cars for controlling an explosion in the number of combinations of parameters.
Which ONE of the following options is LEAST likely to be a reason for this incredible growth of parameters?
SELECT ONE OPTION

  • A. Different features like ADAS, Lane Change Assistance etc.
  • B. Different Road Types
  • C. Different weather conditions
  • D. ML model metrics to evaluate the functional performance
Answer: D

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