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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| AI System Quality Risks | - Model drift and performance degradation - Ethical and legal considerations |
| Machine Learning Fundamentals for Testers | - Supervised and unsupervised learning concepts - Model training and evaluation basics |
| AI in Test Automation | - AI-supported test generation - AI-based defect prediction and analytics |
| Introduction to AI in Software Testing | - Role of AI in testing - AI systems overview |
| Testing AI-Based Systems | - Bias, fairness, and explainability testing - Data quality and dataset validation - Testing ML models |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Upon testing a model used to detect rotten tomatoes, the following data was observed by the test engineer, based on certain number of tomato images.
For this confusion matrix which combinations of values of accuracy, recall, and specificity respectively is CORRECT?
SELECT ONE OPTION
- A. 1,0.9, 0.8
- B. 1,0.87,0.84
- C. 0.87.0.9. 0.84
- D. 0.84.1,0.9
Correct Answer: C 🗳️
Explanation: Only visible for TestsDumps members. You can sign-up / login (it's free).
Which ONE of the following options is an example that BEST describes a system with Al-based autonomous functions?
SELECT ONE OPTION
- A. A fully automated manufacturing plant that uses no software.
- B. A system that utilizes a tool like Selenium.
- C. A system that is fully able to respond to its environment.
- D. A system that utilizes human beings for all important decisions.
Correct Answer: C 🗳️
Explanation: Only visible for TestsDumps members. You can sign-up / login (it's free).
Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
- A. Al systems are inherently flexible.
- B. Flexible Al systems allow for easier modification of the system as a whole.
- C. Self-learning systems are expected to deal with new situations without explicitly having to program for it.
- D. Al systems require changing of operational environments; therefore, flexibility is required.
Correct Answer: B 🗳️
Explanation: Only visible for TestsDumps members. You can sign-up / login (it's free).
A system was developed for screening the X-rays of patients for potential malignancy detection (skin cancer).
A workflow system has been developed to screen multiple cancers by using several individually trained ML models chained together in the workflow.
Testing the pipeline could involve multiple kind of tests (I - III):
I.Pairwise testing of combinations
II.Testing each individual model for accuracy
III.A/B testing of different sequences of models
Which ONE of the following options contains the kinds of tests that would be MOST APPROPRIATE to include in the strategy for optimal detection?
SELECT ONE OPTION
- A. Only II
- B. I and II
- C. Only III
- D. I and III
Correct Answer: B 🗳️
Explanation: Only visible for TestsDumps members. You can sign-up / login (it's free).
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