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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
Topic 1: AI in Test Automation- AI-based defect prediction and analytics
- AI-supported test generation
Topic 2: Machine Learning Fundamentals for Testers- Model training and evaluation basics
- Supervised and unsupervised learning concepts
Topic 3: Introduction to AI in Software Testing- AI systems overview
- Role of AI in testing
Topic 4: Testing AI-Based Systems- Testing ML models
- Bias, fairness, and explainability testing
- Data quality and dataset validation
Topic 5: AI System Quality Risks- Model drift and performance degradation
- Ethical and legal considerations

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 an Al-based tool to optimize the regression test suite by analyzing past test results
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 of a random subset of tests.


2. 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) The challenge of providing explainability to the decisions made by the system.
B) The challenge of mimicking undefined scenarios generated due to self-learning
C) Challenges in the creation of scenarios of human handover for autonomous systems.
D) Challenges resulting from low accuracy of the models.


3. Pairwise testing can be used in the context of self-driving cars for controlling an explosion in the number of combinations of parameters.
Which ONE of the following options is LEAST likely to be a reason for this incredible growth of parameters?
SELECT ONE OPTION

A) ML model metrics to evaluate the functional performance
B) Different Road Types
C) Different features like ADAS, Lane Change Assistance etc.
D) Different weather conditions


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) Machine learning on logs of execution
B) Natural language processing on textual requirements
C) Analyzing source code for generating test cases
D) GUI analysis by computer vision


Solutions:

Question # 1
Answer: A
Question # 2
Answer: C
Question # 3
Answer: A
Question # 4
Answer: B

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