Prepare with ISQI CT-AI_v1.0_World exam torrent, pass for sure
Last Updated: Oct 09, 2026
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Topic 2: Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Topic 3: ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Topic 4: Testing AI-Based Systems | 11% | - Test strategy and approach - Specific challenges and risks |
| Topic 5: Quality Characteristics for AI-Based Systems | 10% | - Ethics, bias, transparency and safety - Flexibility, adaptability, autonomy |
| Topic 6: Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| Topic 7: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Topic 8: Introduction to AI | 10% | - AI technologies and frameworks
|
| Topic 9: AI-Based System Testing Methods | 17% | - Adversarial testing, bias testing - Model validation and verification |
| Topic 10: Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| Topic 11: Machine Learning (ML) Overview | 11% | - ML workflow, overfitting, underfitting - Supervised, unsupervised, reinforcement learning |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Which ONE of the following approaches to labelling requires the least time and effort?
SELECT ONE OPTION
- A. Internal
- B. Al-Assisted
- C. Outsourced
- D. Pre-labeled dataset
Correct Answer: D 🗳️
Explanation: Only visible for Test4Sure members. You can sign-up / login (it's free).
Which ONE of the following options represents a technology MOST TYPICALLY used to implement Al?
SELECT ONE OPTION
- A. Search engines
- B. Case control structures
- C. Genetic algorithms
- D. Procedural programming
Correct Answer: C 🗳️
Explanation: Only visible for Test4Sure members. You can sign-up / login (it's free).
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. Classification
- B. Reinforcement learning
- C. Clustering
- D. Regression
Correct Answer: A 🗳️
Explanation: Only visible for Test4Sure members. You can sign-up / login (it's free).
"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
- A. The fast pace of change did not allow sufficient time for testing.
- B. There was an algorithmic bias in the Al system.
- C. The difficulty of defining criteria for improvement before the model can be accepted.
- D. The unknown nature and insufficient specification of the operating environment might have caused the poor performance.
Correct Answer: C 🗳️
Explanation: Only visible for Test4Sure members. You can sign-up / login (it's free).
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