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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Testing AI-Based Systems | - Testing ML models - Data quality and dataset validation - Bias, fairness, and explainability testing |
| Topic 2: Machine Learning Fundamentals for Testers | - Supervised and unsupervised learning concepts - Model training and evaluation basics |
| Topic 3: AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| Topic 4: Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
| Topic 5: AI System Quality Risks | - Ethical and legal considerations - Model drift and performance degradation |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
1. 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) Tuning the model
B) Deploying the model
C) Evaluating the model
D) Data testing
2. Data used for an object detection ML system was found to have been labelled incorrectly in many cases.
Which ONE of the following options is most likely the reason for this problem?
SELECT ONE OPTION
A) Bias issues
B) Accuracy issues
C) Security issues
D) Privacy issues
3. 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) Clustering
C) Regression
D) Reinforcement learning
4. A company producing consumable goods wants to identify groups of people with similar tastes for the purpose of targeting different products for each group. You have to choose and apply an appropriate ML type for this problem.
Which ONE of the following options represents the BEST possible solution for this above-mentioned task?
SELECT ONE OPTION
A) Classification
B) Clustering
C) Association
D) Regression
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: B |
