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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Introduction to AI in Software Testing | - Role of AI in testing - AI systems overview |
| AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| Machine Learning Fundamentals for Testers | - Supervised and unsupervised learning concepts - Model training and evaluation basics |
| AI System Quality Risks | - Ethical and legal considerations - Model drift and performance degradation |
| Testing AI-Based Systems | - Testing ML models - Data quality and dataset validation - Bias, fairness, and explainability testing |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Question #1
Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
SELECT ONE OPTION
A. Test data being sourced from public sources.
B. Compliance needs require proper care to be taken of input personal data.
C. Nature of data constantly changes with lime.
D. Data for the use case is being generated at a fast pace.
Question #2
Which ONE of the following describes a situation of back-to-back testing the LEAST?
SELECT ONE OPTION
A. Comparison of the results of a home-grown neural network model ML model with results in a neural network model implemented in a standard implementation (for example Pytorch) for same data
B. Comparison of the results of a current neural network model ML model implemented in platform A (for example Pytorch) with a similar neural network model ML model implemented in platform B (for example Tensorflow), for the same data.
C. Comparison of the results of a neural network ML model with a current decision tree ML model for the same data.
D. Comparison of the results of the current neural network ML model on the current data set with a slightly modified data set.
Question #3
In a conference on artificial intelligence (Al), a speaker made the statement, "The current implementation of Al using models which do NOT change by themselves is NOT true Al*. Based on your understanding of Al, is this above statement CORRECT or INCORRECT and why?
SELECT ONE OPTION
A. This statement is incorrect. What is considered Al today will continue to be Al even as technology evolves and changes.
B. This statement is correct. In general, today the term Al is utilized incorrectly.
C. This statement is correct. In general, what is considered Al today may change over time.
D. This statement is incorrect. Current Al is true Al and there is no reason to believe that this fact will change over time.
Question #4
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. Security issues
B. Bias issues
C. Privacy issues
D. Accuracy issues
Solutions:
| Question #1 Answer: D | Question #2 Answer: C | Question #3 Answer: C | Question #4 Answer: D |



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