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- Exam Code: CT-AI_v1.0_World
- Exam Name: ISTQB Certified Tester AI Testing (v1.0)
- Certification Provider: ISQI
- Corresponding Certification:AI Testing
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Instant Download ISQI : CT-AI_v1.0_World Questions & Answers as PDF & Test Engine
- Exam Code: CT-AI_v1.0_World
- Exam Name: ISTQB Certified Tester AI Testing (v1.0)
- Updated: Oct 07, 2026
- No. of Questions: 40 Questions and Answers
- Download Limit: Unlimited
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Machine Learning (ML) Overview | 11% | - ML workflow, overfitting, underfitting - Supervised, unsupervised, reinforcement learning |
| ML Data | 10% | - Data acquisition, preprocessing, labeling - Data quality issues and impact |
| Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
| Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
| AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| Introduction to AI | 10% | - AI technologies and frameworks
|
| Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Quality Characteristics for AI-Based Systems | 10% | - Ethics, bias, transparency and safety - Flexibility, adaptability, autonomy |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Which ONE of the following options describes the LEAST LIKELY usage of Al for detection of GUI changes due to changes in test objects?
SELECT ONE OPTION
- A. Using a ML-based classifier to flag if changes in GUI are to be flagged for humans.
- B. Using a vision-based detection of the GUI layout changes before and after test object changes.
- C. Using a pixel comparison of the GUI before and after the change to check the differences.
- D. Using a computer vision to compare the GUI before and after the test object changes.
Correct Answer: C 🗳️
Explanation: Only visible for TrainingDump members. You can sign-up / login (it's free).
Which ONE of the following characteristics is the least likely to cause safety related issues for an Al system?
SELECT ONE OPTION
- A. Self-learning
- B. Non-determinism
- C. High complexity
- D. Robustness
Correct Answer: D 🗳️
Explanation: Only visible for TrainingDump members. You can sign-up / login (it's free).
Data used for an object detection ML system was found to have been labelled incorrectly in many cases.
Which ONE of the following options is most likely the reason for this problem?
SELECT ONE OPTION
- A. Bias issues
- B. Accuracy issues
- C. Security issues
- D. Privacy issues
Correct Answer: B 🗳️
Upon testing a model used to detect rotten tomatoes, the following data was observed by the test engineer, based on certain number of tomato images.
For this confusion matrix which combinations of values of accuracy, recall, and specificity respectively is CORRECT?
SELECT ONE OPTION
- A. 0.87.0.9. 0.84
- B. 1,0.9, 0.8
- C. 1,0.87,0.84
- D. 0.84.1,0.9
Correct Answer: A 🗳️
Explanation: Only visible for TrainingDump members. You can sign-up / login (it's free).
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