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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| Topic 2: AI System Quality Risks | - Ethical and legal considerations - Model drift and performance degradation |
| Topic 3: Testing AI-Based Systems | - Testing ML models - Data quality and dataset validation - Bias, fairness, and explainability testing |
| Topic 4: Introduction to AI in Software Testing | - Role of AI in testing - AI systems overview |
| Topic 5: Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Which ONE of the following options does NOT describe an Al technology related characteristic which differentiates Al test environments from other test environments?
SELECT ONE OPTION
- A. Challenges in the creation of scenarios of human handover for autonomous systems.
- B. The challenge of providing explainability to the decisions made by the system.
- C. Challenges resulting from low accuracy of the models.
- D. The challenge of mimicking undefined scenarios generated due to self-learning
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A ML engineer is trying to determine the correctness of the new open-source implementation *X", of a supervised regression algorithm implementation. R-Square is one of the functional performance metrics used to determine the quality of the model.
Which ONE of the following would be an APPROPRIATE strategy to achieve this goal?
SELECT ONE OPTION
- A. Add 10% of the rows randomly and create another model and compare the R-Square scores of both the model.
- B. Drop 10% of the rows randomly and create another model and compare the R-Square scores of both the models.
- C. Train various models by changing the order of input features and verify that the R-Square score of these models vary significantly.
- D. Compare the R-Square score of the model obtained using two different implementations that utilize two different programming languages while using the same algorithm and the same training and testing data.
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Which ONE of the following approaches to labelling requires the least time and effort?
SELECT ONE OPTION
- A. Al-Assisted
- B. Outsourced
- C. Internal
- D. Pre-labeled dataset
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Which of the following is THE LEAST appropriate tests to be performed for testing a feature related to autonomy?
SELECT ONE OPTION
- A. Test for human handover when it should actually not be relinquishing control.
- B. Test for human handover to give rest to the system.
- C. Test for human handover after a given time interval.
- D. Test for human handover requiring mandatory relinquishing control.
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