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Exam Code: CT-AI_v1.0_World
Exam Name: ISTQB Certified Tester AI Testing (v1.0)
Updated: Sep 27, 2026
Q & A: 40 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
| Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
| ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Introduction to AI | 10% | - AI definitions and types
|
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
| Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
Which ONE of the following approaches to labelling requires the least time and effort?
SELECT ONE OPTION
Correct Answer: C 🗳️
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ln the near future, technology will have evolved, and Al will be able to learn multiple tasks by itself without needing to be retrained, allowing it to operate even in new environments. The cognitive abilities of Al are similar to a child of 1-2 years.' In the above quote, which ONE of the following options is the correct name of this type of Al?
SELECT ONE OPTION
Correct Answer: B 🗳️
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"AllerEgo" is a product that uses sell-learning to predict the behavior of a pilot under combat situation for a variety of terrains and enemy aircraft formations. Post training the model was exposed to the real- world data and the model was found to bebehaving poorly. A lot of data quality tests had been performed on the data to bring it into a shape fit for training and testing.
Which ONE of the following options is least likely to describes the possible reason for the fall in the performance, especially when considering the self-learning nature of the Al system?
SELECT ONE OPTION
Correct Answer: D 🗳️
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Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
SELECT ONE OPTION
Correct Answer: C 🗳️
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