ISQI CT-AI_v1.0_World Q&A - in .pdf

  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Sep 12, 2026
  • Q & A: 40 Questions and Answers
  • PDF Price: $59.99
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ISQI CT-AI_v1.0_World Q&A - Testing Engine

  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Sep 12, 2026
  • Q & A: 40 Questions and Answers
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
Topic 1: Quality Characteristics for AI-Based Systems- AI-Specific Quality Attributes
  • 1. Evolution
  • 2. Bias
  • 3. Flexibility and Adaptability
  • 4. Autonomy
  • 5. Transparency and Explainability
  • 6. Ethics
Topic 2: Using AI for Testing- AI-Assisted Testing
  • 1. Defect Prediction
  • 2. Test Data Generation
  • 3. Test Automation Support
Topic 3: Machine Learning- ML Fundamentals
  • 1. Training and Validation
  • 2. Supervised and Unsupervised Learning
  • 3. Machine Learning Overview
Topic 4: Testing AI-Specific Quality Characteristics- Quality Validation
  • 1. Fairness Testing
  • 2. Robustness Testing
  • 3. Explainability Assessment
Topic 5: ML Functional Performance Metrics- Performance Evaluation
  • 1. Recall
  • 2. Accuracy
  • 3. Precision
  • 4. F1 Score
Topic 6: ML Neural Networks and Testing- Neural Networks
  • 1. Testing Neural Networks
  • 2. Neural Network Basics
Topic 7: Methods and Techniques for Testing AI-Based Systems- Test Design Techniques
  • 1. Data-Oriented Testing
  • 2. Scenario-Based Testing
  • 3. Model Testing
Topic 8: Introduction to AI- AI Fundamentals
  • 1. AI as a Service
  • 2. AI Definitions and Concepts
  • 3. AI Development Frameworks
  • 4. AI Technologies
  • 5. AI-Based vs Conventional Systems
Topic 9: Testing AI-Based Systems Overview- AI Testing Fundamentals
  • 1. Risk-Based Testing
  • 2. AI Test Lifecycle
  • 3. Test Strategy
Topic 10: Test Environments for AI-Based Systems- AI Test Infrastructure
  • 1. Data Management
  • 2. Environment Configuration
  • 3. Monitoring and Maintenance
Topic 11: ML Data- Data Quality
  • 1. Data Bias
  • 2. Data Preparation
  • 3. Data Collection

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

Question #1

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. Regression
  • B. Clustering
  • C. Classification
  • D. Reinforcement learning
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #2

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

  • A. Pre-labeled dataset
  • B. Outsourced
  • C. Al-Assisted
  • D. Internal
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for Prep4sureGuide members. You can sign-up / login (it's free).

Question #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 activation values of neurons in the previous layer.
  • B. Individual bias at the neuron level, activation values of neurons in the previous layer, and weights assigned to the connections between the neurons.
  • C. Individual bias at the neuron level, and weights assigned to the connections between theneurons.
  • D. Activation values of neurons in the previous layer, and weights assigned to the connections between the neurons.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #4

Which ONE of the following options is an example that BEST describes a system with Al-based autonomous functions?
SELECT ONE OPTION

  • A. A system that is fully able to respond to its environment.
  • B. A system that utilizes human beings for all important decisions.
  • C. A system that utilizes a tool like Selenium.
  • D. A fully automated manufacturing plant that uses no software.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for Prep4sureGuide members. You can sign-up / login (it's free).

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