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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Topic 2: AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| Topic 3: ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Topic 4: Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
| Topic 5: Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| Topic 6: Introduction to AI | 10% | - AI technologies and frameworks
|
| Topic 7: Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
| Topic 8: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Topic 9: Quality Characteristics for AI-Based Systems | 10% | - Ethics, bias, transparency and safety - Flexibility, adaptability, autonomy |
| Topic 10: Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Topic 11: Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
SELECT ONE OPTION
- A. Nature of data constantly changes with lime.
- B. Compliance needs require proper care to be taken of input personal data.
- C. Data for the use case is being generated at a fast pace.
- D. Test data being sourced from public sources.
Correct Answer: C 🗳️
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Which ONE of the following options BEST DESCRIBES clustering?
SELECT ONE OPTION
- A. Clustering is done without prior knowledge of output classes.
- B. Clustering requires you to know the classes.
- C. Clustering is classification of a continuous quantity.
- D. Clustering is supervised learning.
Correct Answer: A 🗳️
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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. 1,0.87,0.84
- B. 0.84.1,0.9
- C. 0.87.0.9. 0.84
- D. 1,0.9, 0.8
Correct Answer: C 🗳️
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Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
- A. Flexible Al systems allow for easier modification of the system as a whole.
- B. Al systems require changing of operational environments; therefore, flexibility is required.
- C. Al systems are inherently flexible.
- D. Self-learning systems are expected to deal with new situations without explicitly having to program for it.
Correct Answer: A 🗳️
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