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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Introduction to AI in Software Testing | - Role of AI in testing - AI systems overview |
| AI in Test Automation | - AI-supported test generation - AI-based defect prediction and analytics |
| Testing AI-Based Systems | - Testing ML models - Data quality and dataset validation - Bias, fairness, and explainability testing |
| Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
| AI System Quality Risks | - Ethical and legal considerations - Model drift and performance degradation |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
1. Which ONE of the following combinations of Training, Validation, Testing data is used during the process of learning/creating the model?
SELECT ONE OPTION
A) Training data - validation data
B) Training data - validation data - test data
C) Training data * test data
D) Validation data - test data
2. "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 recall and precision
B) Maximize accuracy and recall
C) Maximize precision and accuracy
D) Maximize specificity number of classes
3. 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 two different ML implementations on the same input data.
B) A comparison of two different websites for the same company to observe from a user acceptance perspective.
C) A comparison of two different offers in a recommendation system to decide on the more effective offer for same users.
D) A comparison of the performance of an ML system on two different input datasets.
4. Which ONE of the following activities is MOST relevant when addressing the scenario where you have more than the required amount of data available for the training?
SELECT ONE OPTION
A) Data sampling
B) Feature selection
C) Data augmentation
D) Data labeling
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: A |


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