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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 | - Bias, fairness, and explainability testing - Data quality and dataset validation - Testing ML models |
| Topic 3: Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
| Topic 4: AI in Test Automation | - AI-supported test generation - AI-based defect prediction and analytics |
| 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. "BioSearch" is creating an Al model used for predicting cancer occurrence via examining X-Ray images. The accuracy of the model in isolation has been found to be good. However, the users of the model started complaining of the poor quality of results, especially inability to detect real cancer cases, when put to practice in the diagnosis lab, leading to stopping of the usage of the model.
A testing expert was called in to find the deficiencies in the test planning which led to the above scenario.
Which ONE of the following options would you expect to MOST likely be the reason to be discovered by the test expert?
SELECT ONE OPTION
A) A lack of focus on choosing the right functional-performance metrics.
B) A lack of focus on non-functional requirements testing.
C) The input data has not been tested for quality prior to use for testing.
D) A lack of similarity between the training and testing 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) Robustness
B) High complexity
C) Non-determinism
D) Self-learning
3. Which ONE of the following options is an example that BEST describes a system with Al-based autonomous functions?
SELECT ONE OPTION
A) A system that utilizes human beings for all important decisions.
B) A system that utilizes a tool like Selenium.
C) A system that is fully able to respond to its environment.
D) A fully automated manufacturing plant that uses no software.
4. 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) Using an Al-based tool to optimize the regression test suite by analyzing past test results
C) Identifying suitable tests by looking at the complexity of the test cases.
D) Automating test scripts using Al-based test automation tools.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: B |
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