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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
| Topic 2: Introduction to AI in Software Testing | - Role of AI in testing - AI systems overview |
| Topic 3: AI System Quality Risks | - Ethical and legal considerations - Model drift and performance degradation |
| 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-supported test generation - AI-based defect prediction and analytics |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
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 bias
- B. Testing for accuracy
- C. Testing for concept drift
- D. Testing for security
Correct Answer: C 🗳️
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A company producing consumable goods wants to identify groups of people with similar tastes for the purpose of targeting different products for each group. You have to choose and apply an appropriate ML type for this problem.
Which ONE of the following options represents the BEST possible solution for this above-mentioned task?
SELECT ONE OPTION
- A. Regression
- B. Clustering
- C. Classification
- D. Association
Correct Answer: B 🗳️
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A software component uses machine learning to recognize the digits from a scan of handwritten numbers. In the scenario above, which type of Machine Learning (ML) is this an example of?
SELECT ONE OPTION
- A. Regression
- B. Clustering
- C. Reinforcement learning
- D. Classification
Correct Answer: D 🗳️
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Which ONE of the following options is an example that BEST describes a system with Al-based autonomous functions?
SELECT ONE OPTION
- A. A system that utilizes human beings for all important decisions.
- B. A system that is fully able to respond to its environment.
- C. A fully automated manufacturing plant that uses no software.
- D. A system that utilizes a tool like Selenium.
Correct Answer: B 🗳️
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