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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Topic 2: ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Topic 3: Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
| Topic 4: Testing AI-Based Systems | 11% | - Test strategy and approach - Specific challenges and risks |
| Topic 5: Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| Topic 6: Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
| Topic 7: Introduction to AI | 10% | - AI definitions and types
|
| Topic 8: Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| Topic 9: ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Topic 10: AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| Topic 11: Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
Question 1
Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
SELECT ONE OPTION
A. Test data being sourced from public sources.
B. Data for the use case is being generated at a fast pace.
C. Compliance needs require proper care to be taken of input personal data.
D. Nature of data constantly changes with lime.
Question 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. Using of a random subset of tests.
D. Identifying suitable tests by looking at the complexity of the test cases.
Question 3
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. 1,0.9, 0.8
B. 0.84.1,0.9
C. 1,0.87,0.84
D. 0.87.0.9. 0.84
Question 4
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. Privacy issues
C. Accuracy issues
D. Bias issues
Solutions:
| Question 1 Answer: B | Question 2 Answer: A | Question 3 Answer: D | Question 4 Answer: C |
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