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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
| Topic 2: ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Topic 3: Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Topic 4: Machine Learning (ML) Overview | 11% | - ML workflow, overfitting, underfitting - Supervised, unsupervised, reinforcement learning |
| Topic 5: Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
| Topic 6: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Topic 7: AI-Based System Testing Methods | 17% | - Adversarial testing, bias testing - Model validation and verification |
| Topic 8: Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| Topic 9: Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
| Topic 10: Introduction to AI | 10% | - AI technologies and frameworks
|
| Topic 11: ML Data | 10% | - Data acquisition, preprocessing, labeling - Data quality issues and impact |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Which ONE of the following tests is MOST likely to describe a useful test to help detect different kinds of biases in ML pipeline?
SELECT ONE OPTION
- A. Testing the data pipeline for any sources for algorithmic bias.
- B. Check the input test data for potential sample bias.
- C. Test the model during model evaluation for data bias.
- D. Testing the distribution shift in the training data for inappropriate bias.
Correct Answer: C 🗳️
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Which ONE of the following options is the MOST APPROPRIATE stage of the ML workflow to set model and algorithm hyperparameters?
SELECT ONE OPTION
- A. Deploying the model
- B. Tuning the model
- C. Data testing
- D. Evaluating the model
Correct Answer: B 🗳️
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Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
- A. Al systems are inherently flexible.
- B. Al systems require changing of operational environments; therefore, flexibility is required.
- C. Self-learning systems are expected to deal with new situations without explicitly having to program for it.
- D. Flexible Al systems allow for easier modification of the system as a whole.
Correct Answer: D 🗳️
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Which of the following is THE LEAST appropriate tests to be performed for testing a feature related to autonomy?
SELECT ONE OPTION
- A. Test for human handover after a given time interval.
- B. Test for human handover when it should actually not be relinquishing control.
- C. Test for human handover to give rest to the system.
- D. Test for human handover requiring mandatory relinquishing control.
Correct Answer: B 🗳️
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