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| Section | Objectives |
|---|---|
| Introduction to AI in Software Testing | - Role of AI in testing - AI systems overview |
| Machine Learning Fundamentals for Testers | - Supervised and unsupervised learning concepts - Model training and evaluation basics |
| AI System Quality Risks | - Ethical and legal considerations - Model drift and performance degradation |
| AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| Testing AI-Based Systems | - Data quality and dataset validation - Bias, fairness, and explainability testing - Testing ML models |
1. 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 of a random subset of tests.
B) Identifying suitable tests by looking at the complexity of the test cases.
C) Using an Al-based tool to optimize the regression test suite by analyzing past test results
D) Automating test scripts using Al-based test automation tools.
2. Which ONE of the following options represents a technology MOST TYPICALLY used to implement Al?
SELECT ONE OPTION
A) Procedural programming
B) Case control structures
C) Search engines
D) Genetic algorithms
3. 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) Classification
B) Regression
C) Clustering
D) Reinforcement learning
4. "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 accuracy and recall
C) Maximize precision and accuracy
D) Maximize recall and precision
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: D |
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