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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
| Topic 2: Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
| Topic 3: AI System Quality Risks | - Ethical and legal considerations - Model drift and performance degradation |
| Topic 4: Testing AI-Based Systems | - Testing ML models - Bias, fairness, and explainability testing - Data quality and dataset validation |
| Topic 5: AI in Test Automation | - AI-supported test generation - AI-based defect prediction and analytics |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
1. Which ONE of the following statements is a CORRECT adversarial example in the context of machine learning systems that are working on image classifiers.
SELECT ONE OPTION
A) Black box attacks based on adversarial examples create an exact duplicate model of the original.
B) These attack examples cause a model to predict the correct class with slightly less accuracy even though they look like the original image.
C) These examples are model specific and are not likely to cause another model trained on same task to fail.
D) These attacks can't be prevented by retraining the model with these examples augmented tothe training data.
2. 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) High complexity
C) Robustness
D) Non-determinism
3. 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) Evaluating the model
C) Tuning the model
D) Data testing
4. Which ONE of the following types of coverage SHOULD be used if test cases need to cause each neuron to achieve both positive and negative activation values?
SELECT ONE OPTION
A) Sign change coverage
B) Neuron coverage
C) Threshold coverage
D) Value coverage
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A |






