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| Section | Objectives |
|---|---|
| Topic 1: Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
| Topic 2: AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| Topic 3: Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
| Topic 4: AI System Quality Risks | - Model drift and performance degradation - Ethical and legal considerations |
| Topic 5: Testing AI-Based Systems | - Bias, fairness, and explainability testing - Testing ML models - Data quality and dataset validation |
1. Which ONE of the following tests is LEAST likely to be performed during the ML model testing phase?
SELECT ONE OPTION
A) Testing the speed of the training of the model.
B) Testing the speed of the prediction by the model.
C) Testing the API of the service powered by the ML model.
D) Testing the accuracy of the classification model.
2. Which ONE of the following is the BEST option to optimize the regression test selection and prevent the regression suite from growing large?
SELECT ONE OPTION
A) Using an Al-based tool to optimize the regression test suite by analyzing past test results
B) Automating test scripts using Al-based test automation tools.
C) Identifying suitable tests by looking at the complexity of the test cases.
D) Using of a random subset of tests.
3. Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
A) Self-learning systems are expected to deal with new situations without explicitly having to program for it.
B) Al systems require changing of operational environments; therefore, flexibility is required.
C) Flexible Al systems allow for easier modification of the system as a whole.
D) Al systems are inherently flexible.
4. Which ONE of the following options does NOT describe an Al technology related characteristic which differentiates Al test environments from other test environments?
SELECT ONE OPTION
A) The challenge of providing explainability to the decisions made by the system.
B) Challenges in the creation of scenarios of human handover for autonomous systems.
C) Challenges resulting from low accuracy of the models.
D) The challenge of mimicking undefined scenarios generated due to self-learning
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: C | Question # 4 Answer: B |
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