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| Section | Objectives |
|---|---|
| Machine Learning Fundamentals for Testers | - Supervised and unsupervised learning concepts - Model training and evaluation basics |
| AI System Quality Risks | - Model drift and performance degradation - Ethical and legal considerations |
| 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 |
| Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
1. "AllerEgo" is a product that uses sell-learning to predict the behavior of a pilot under combat situation for a variety of terrains and enemy aircraft formations. Post training the model was exposed to the real- world data and the model was found to bebehaving poorly. A lot of data quality tests had been performed on the data to bring it into a shape fit for training and testing.
Which ONE of the following options is least likely to describes the possible reason for the fall in the performance, especially when considering the self-learning nature of the Al system?
SELECT ONE OPTION
A) The difficulty of defining criteria for improvement before the model can be accepted.
B) The fast pace of change did not allow sufficient time for testing.
C) There was an algorithmic bias in the Al system.
D) The unknown nature and insufficient specification of the operating environment might have caused the poor performance.
2. Which ONE of the following options BEST DESCRIBES clustering?
SELECT ONE OPTION
A) Clustering is supervised learning.
B) Clustering is classification of a continuous quantity.
C) Clustering is done without prior knowledge of output classes.
D) Clustering requires you to know the classes.
3. 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) Validation data - test data
B) Training data - validation data
C) Training data - validation data - test data
D) Training data * test data
4. Upon testing a model used to detect rotten tomatoes, the following data was observed by the test engineer, based on certain number of tomato images.
For this confusion matrix which combinations of values of accuracy, recall, and specificity respectively is CORRECT?
SELECT ONE OPTION
A) 1,0.87,0.84
B) 0.87.0.9. 0.84
C) 0.84.1,0.9
D) 1,0.9, 0.8
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: B |
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ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
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