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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
| Topic 2: Testing AI-Based Systems | - Data quality and dataset validation - Testing ML models - Bias, fairness, and explainability testing |
| Topic 3: Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
| Topic 4: AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| Topic 5: AI System Quality Risks | - Model drift and performance degradation - Ethical and legal considerations |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Question #1
Which ONE of the following options describes a scenario of A/B testing the LEAST?
SELECT ONE OPTION
A. A comparison of two different websites for the same company to observe from a user acceptance perspective.
B. A comparison of the performance of an ML system on two different input datasets.
C. A comparison of two different offers in a recommendation system to decide on the more effective offer for same users.
D. A comparison of the performance of two different ML implementations on the same input data.
Question #2
Which ONE of the following combinations of Training, Validation, Testing data is used during the process of learning/creating the model?
SELECT ONE OPTION
A. Training data * test data
B. Training data - validation data
C. Validation data - test data
D. Training data - validation data - test data
Question #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. Clustering
B. Regression
C. Reinforcement learning
D. Classification
Question #4
Which ONE of the following options BEST DESCRIBES clustering?
SELECT ONE OPTION
A. Clustering is classification of a continuous quantity.
B. Clustering is supervised learning.
C. Clustering is done without prior knowledge of output classes.
D. Clustering requires you to know the classes.
Solutions:
| Question #1 Correct Answer: B | Question #2 Correct Answer: D | Question #3 Correct Answer: D | Question #4 Correct Answer: C |
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