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

  • CT-AI_v1.0_World pdf
  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Sep 08, 2026
  • Q & A: 40 Questions and Answers
  • Convenient, easy to study.
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  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
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  • Updated: Sep 08, 2026
  • Q & A: 40 Questions and Answers
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ISQI CT-AI_v1.0_World Q&A - Testing Engine

  • CT-AI_v1.0_World Testing Engine
  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Sep 08, 2026
  • Q & A: 40 Questions and Answers
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

Question #1

Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
SELECT ONE OPTION

  • A. Data for the use case is being generated at a fast pace.
  • B. Nature of data constantly changes with lime.
  • C. Test data being sourced from public sources.
  • D. Compliance needs require proper care to be taken of input personal data.
Answer: A

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Question #2

Which ONE of the following activities is MOST relevant when addressing the scenario where you have more than the required amount of data available for the training?
SELECT ONE OPTION

  • A. Feature selection
  • B. Data labeling
  • C. Data augmentation
  • D. Data sampling
Answer: D

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Question #3

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. Machine learning on logs of execution
  • B. GUI analysis by computer vision
  • C. Natural language processing on textual requirements
  • D. Analyzing source code for generating test cases
Answer: C

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Question #4

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

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