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On each attempt, the ISTQB CT-AI practice test questions taker will provide a score report. With this report, one can find mistakes and remove them for the final attempt. A situation that the web-based test creates is similar to the CT-AI Real Exam Questions. Practicing in this situation will help you kill Certified Tester AI Testing Exam (CT-AI) exam anxiety. The customizable feature of this format allows you to change the settings of the Certified Tester AI Testing Exam (CT-AI) practice exam.
ISTQB CT-AI Exam Syllabus Topics:
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Make {Useful Study Notes} With ISTQB CT-AI PDF Questions
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ISTQB Certified Tester AI Testing Exam Sample Questions (Q94-Q99):
NEW QUESTION # 94
Which statement about the property of the test environment for an AI-based system is correct?
- A. The test environment for an AI system may need to include tools that can explain the decisions of the test object.
- B. The test environment for an AI-based multi-agent system needs to act deterministically.
- C. The test environment for an autonomous AI system needs to perform both test design and execution autonomously.
- D. The test environment for a self-learning AI system needs to adapt to and learn from the test object.
Answer: A
Explanation:
The ISTQB CT-AI syllabus (Section4.3 - Test Environments for AI Systems) describes that, unlike conventional software testing, testing AI systems may require specialized toolsfor analyzing and explaining the decisions of ML models. This includes visualization tools, explainability frameworks, and diagnostic utilities to understand why the AI made a certain prediction. Since AI decisions may be non-transparent, the test environment must supportexplainability, making Option B correct.
NEW QUESTION # 95
Which supervised-learning classification/regression statement is correct?
- A. In classification, objects are always assigned to exactly two classes
- B. Deciding whether an object is a bicycle or a motorcycle is a classification problem
- C. Predicting that diesel prices will increase by ~10% is a classification problem
- D. Recognizing a dog from many different images is a regression problem
Answer: B
Explanation:
The ISTQB CT-AI syllabus explains supervised learning under Section1.6 - Machine Learning Approaches. It defines classification as predicting categorical labels, where as regression predicts continuous numerical values. OptionB--deciding whether an object is a bicycle or a motorcycle-- fits the definition of classification precisely because the model chooses between discrete categories. The syllabus also uses similar examples to illustrate classification tasks, reinforcing that this is the correct interpretation.
NEW QUESTION # 96
A team of software testers is attempting to create an AI algorithm to assist in software testing. This particular team has gone through over 40 iterations of testing and cannot afford to spend as much time as it takes to run the full regression test suite. They are hoping to have the algorithm reduce the amount of testing required thus reducing the time needed for each testing cycle.
How can an AI-based tool be expected to assist in this reduction?
- A. By using A/B testing to compare the last update with the newest change and compare metrics between the two
- B. By using a clustering method to quantify the relationships between test cases and then assigning each test case to a category
- C. By performing bayesian analysis to estimate the types of human interactions that are expected to be seen in the system and then selecting those test cases
- D. By performing optimization of the data from past iterations to see where the most common defects occurred and select the corresponding test cases
Answer: D
Explanation:
AI-based tools can significantly optimize regression test suites by analyzing historical data, past test results, associated defects, and changes made to the software. These tools prioritize and select the most relevant test cases based on previous defect patterns and frequently failing features, which helps in reducing the test execution time while maintaining effectiveness.
The optimization process involves:
* Prioritizing test cases:AI-based tools rank test cases based on past defect detection trends, ensuring that the most relevant tests are executed first.
* Reducing redundant test cases:The tool can eliminate test cases that do not contribute significantly to defect detection, reducing overall test execution time.
* Augmenting test cases:The AI can also suggest new test cases if certain features are more prone to defects.
This approach has been proven to reduce regression test suite sizes by up to 50% while maintaining fault detection capabilities.
* Section 11.4 - Using AI for the Optimization of Regression Test Suitesstates that AI-based tools can optimize regression test suites by analyzing past test data and defect occurrences, leading to significant reductions in test execution time.
Reference from ISTQB Certified Tester AI Testing Study Guide:
NEW QUESTION # 97
Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
- A. Self-learning systems are expected to deal with new situations without explicitly having to program for it.
- B. Al systems are inherently flexible.
- C. Flexible Al systems allow for easier modification of the system as a whole.
- D. Al systems require changing of operational environments; therefore, flexibility is required.
Answer: C
Explanation:
Flexibility in AI systems is crucial for various reasons, particularly because it allows for easier modification and adaptation of the system as a whole.
AI systems are inherently flexible (A): This statement is not correct. While some AI systems may be designed to be flexible, they are not inherently flexible by nature. Flexibility depends on the system's design and implementation.
AI systems require changing operational environments; therefore, flexibility is required (B): While it's true that AI systems may need to operate in changing environments, this statement does not directly address the importance of flexibility for the modification of the system.
Flexible AI systems allow for easier modification of the system as a whole (C): This statement correctly describes the importance of flexibility. Being able to modify AI systems easily is critical for their maintenance, adaptation to new requirements, and improvement.
Self-learning systems are expected to deal with new situations without explicitly having to program for it (D): This statement relates to the adaptability of self-learning systems rather than their overall flexibility for modification.
Hence, the correct answer is C. Flexible AI systems allow for easier modification of the system as a whole.
Reference:
ISTQB CT-AI Syllabus Section 2.1 on Flexibility and Adaptability discusses the importance of flexibility in AI systems and how it enables easier modification and adaptability to new situations.
Sample Exam Questions document, Question #30 highlights the importance of flexibility in AI systems.
NEW QUESTION # 98
Which AI-specific test objective and acceptance criterion should be selected MOST LIKELY for testing GPT_Legal?
- A. Test objective: Evidence of evolution Acceptance criterion: The quality of the research results does not deteriorate with further training.
- B. Test objective: Evidence that the data is free from inappropriate bias Acceptance criterion: The DPMA's analysis data is statistically compared to data from other sources.
- C. Test objective: Evidence of compatibility Acceptance criterion: The system can exchange information with the DPMA system and the evaluation system.
- D. Test objective: Evidence of functional safety Acceptance criterion: The system recognizes failures in the transmission of information and data with the DPMA system and the evaluation system by means of self-tests.
Answer: A
Explanation:
The ISTQB CT-AI syllabus introduces AI-specific quality characteristics, including evolution, functional safety, compatibility, andbias-related data quality. Section5.1 - AI-Specific Test Objectives explains that evolution refers to an AI system's capability to continue improving or at least maintain performance as it undergoes additional training. GPT_Legal is explicitly described as aself-learning systemexpected to:
continuously reduce false positives,
achieve weekly accuracy improvements of 10%,
reach and maintain 90% accuracy,
adapt to new environments (patent law firm -> corporate legal department).
This aligns perfectly with the syllabus definition ofevidence of evolution: ensuring the model doesnot degradeas additional training data is introduced. Option B therefore directly supports the described acceptance criteria for this evolving, self-learning application.
NEW QUESTION # 99
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