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Last Updated: Jul 29, 2026
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
| Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| Introduction to AI | 10% | - AI definitions and types
|
| Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
1. Which ONE of the following is the BEST option to optimize the regression test selection and prevent the regression suite from growing large?
SELECT ONE OPTION
A) Using of a random subset of tests.
B) Identifying suitable tests by looking at the complexity of the test cases.
C) Automating test scripts using Al-based test automation tools.
D) Using an Al-based tool to optimize the regression test suite by analyzing past test results
2. 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 correct. In general, what is considered Al today may change over time.
B) This statement is incorrect. What is considered Al today will continue to be Al even as technology evolves and changes.
C) This statement is incorrect. Current Al is true Al and there is no reason to believe that this fact will change over time.
D) This statement is correct. In general, today the term Al is utilized incorrectly.
3. Which ONE of the following models BEST describes a way to model defect prediction by looking at the history of bugs in modules by using code quality metrics of modules of historical versions as input?
SELECT ONE OPTION
A) Search of similar code based on natural language processing.
B) Clustering of similar code modules to predict based on similarity.
C) Identifying the relationship between developers and the modules developed by them.
D) Using a classification model to predict the presence of a defect by using code quality metrics as the input data.
4. Written requirements are given in text documents, which ONE of the following options is the BEST way to generate test cases from these requirements?
SELECT ONE OPTION
A) Natural language processing on textual requirements
B) Analyzing source code for generating test cases
C) Machine learning on logs of execution
D) GUI analysis by computer vision
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: A |
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