Exam Name: ISTQB Certified Tester AI Testing (v1.0)
Certification Provider: ISQI
Corresponding Certification: AI Testing
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| AI in Test Automation | - AI-supported test generation - AI-based defect prediction and analytics |
| Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
| Introduction to AI in Software Testing | - Role of AI in testing - AI systems overview |
| AI System Quality Risks | - Model drift and performance degradation - Ethical and legal considerations |
| 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:
"Splendid Healthcare" has started developing a cancer detection system based on ML. The type of cancer they plan on detecting has 2% prevalence rate in the population of a particular geography. It is required that the model performs well for both normal and cancer patients.
Which ONE of the following combinations requires MAXIMIZATION?
SELECT ONE OPTION
- A. Maximize specificity number of classes
- B. Maximize precision and accuracy
- C. Maximize recall and precision
- D. Maximize accuracy and recall
Correct Answer: C 🗳️
Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).
Which ONE of the following options describes a scenario of A/B testing the LEAST?
SELECT ONE OPTION
- A. A comparison of the performance of an ML system on two different input datasets.
- B. A comparison of two different offers in a recommendation system to decide on the more effective offer for same users.
- C. A comparison of the performance of two different ML implementations on the same input data.
- D. A comparison of two different websites for the same company to observe from a user acceptance perspective.
Correct Answer: A 🗳️
Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).
Which ONE of the following approaches to labelling requires the least time and effort?
SELECT ONE OPTION
- A. Internal
- B. Al-Assisted
- C. Pre-labeled dataset
- D. Outsourced
Correct Answer: C 🗳️
Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).
Which ONE of the following tests is MOST likely to describe a useful test to help detect different kinds of biases in ML pipeline?
SELECT ONE OPTION
- A. Test the model during model evaluation for data bias.
- B. Testing the data pipeline for any sources for algorithmic bias.
- C. Check the input test data for potential sample bias.
- D. Testing the distribution shift in the training data for inappropriate bias.
Correct Answer: A 🗳️
Explanation: Only visible for PrepPDF members. You can sign-up / login (it's free).
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