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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:

1. 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 after a given time interval.
C) Test for human handover to give rest to the system.
D) Test for human handover requiring mandatory relinquishing control.


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


3. An image classification system is being trained for classifying faces of humans. The distribution of the data is
70% ethnicity A and 30% for ethnicities B, C and D. Based ONLY on the above information, which of the following options BEST describes the situation of this image classification system?
SELECT ONE OPTION

A) This is an example of sample bias.
B) This is an example of hyperparameter bias.
C) This is an example of expert system bias.
D) This is an example of algorithmic bias.


4. In a certain coffee producing region of Colombia, there have been some severe weather storms, resulting in massive losses in production. This caused a massive drop in stock price of coffee.
Which ONE of the following types of testing SHOULD be performed for a machine learning model for stock-price prediction to detect influence of such phenomenon as above on price of coffee stock.
SELECT ONE OPTION

A) Testing for security
B) Testing for accuracy
C) Testing for bias
D) Testing for concept drift


Solutions:

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

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