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| Section | Objectives |
|---|---|
| Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
| Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
| AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| AI System Quality Risks | - Ethical and legal considerations - Model drift and performance degradation |
| Testing AI-Based Systems | - Bias, fairness, and explainability testing - Data quality and dataset validation - Testing ML models |
Question 1
Data used for an object detection ML system was found to have been labelled incorrectly in many cases.
Which ONE of the following options is most likely the reason for this problem?
SELECT ONE OPTION
A. Security issues
B. Bias issues
C. Privacy issues
D. Accuracy issues
Question 2
Pairwise testing can be used in the context of self-driving cars for controlling an explosion in the number of combinations of parameters.
Which ONE of the following options is LEAST likely to be a reason for this incredible growth of parameters?
SELECT ONE OPTION
A. ML model metrics to evaluate the functional performance
B. Different weather conditions
C. Different Road Types
D. Different features like ADAS, Lane Change Assistance etc.
Question 3
ln the near future, technology will have evolved, and Al will be able to learn multiple tasks by itself without needing to be retrained, allowing it to operate even in new environments. The cognitive abilities of Al are similar to a child of 1-2 years.' In the above quote, which ONE of the following options is the correct name of this type of Al?
SELECT ONE OPTION
A. Technological singularity
B. Narrow Al
C. Super Al
D. General Al
Question 4
Which ONE of the following options describes the LEAST LIKELY usage of Al for detection of GUI changes due to changes in test objects?
SELECT ONE OPTION
A. Using a computer vision to compare the GUI before and after the test object changes.
B. Using a ML-based classifier to flag if changes in GUI are to be flagged for humans.
C. Using a pixel comparison of the GUI before and after the change to check the differences.
D. Using a vision-based detection of the GUI layout changes before and after test object changes.
Solutions:
| Question 1 Answer: D | Question 2 Answer: A | Question 3 Answer: D | Question 4 Answer: C |
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