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| Section | Objectives |
|---|---|
| Topic 1: Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
| Topic 2: AI System Quality Risks | - Model drift and performance degradation - Ethical and legal considerations |
| Topic 3: Testing AI-Based Systems | - Bias, fairness, and explainability testing - Testing ML models - Data quality and dataset validation |
| Topic 4: Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
| Topic 5: AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
Question 1
Which ONE of the following options represents a technology MOST TYPICALLY used to implement Al?
SELECT ONE OPTION
A. Procedural programming
B. Genetic algorithms
C. Search engines
D. Case control structures
Question 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 accuracy and recall
B. Maximize specificity number of classes
C. Maximize precision and accuracy
D. Maximize recall and precision
Question 3
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. Check the input test data for potential sample bias.
B. Testing the data pipeline for any sources for algorithmic bias.
C. Test the model during model evaluation for data bias.
D. Testing the distribution shift in the training data for inappropriate bias.
Question 4
Which ONE of the following types of coverage SHOULD be used if test cases need to cause each neuron to achieve both positive and negative activation values?
SELECT ONE OPTION
A. Threshold coverage
B. Sign change coverage
C. Value coverage
D. Neuron coverage
Solutions:
| Question 1 Answer: B | Question 2 Answer: D | Question 3 Answer: C | Question 4 Answer: B |
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ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
ISTQB Certified Tester AI Testing (v1.0)
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