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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: ML Data | 10% | - Data acquisition, preprocessing, labeling - Data quality issues and impact |
| Topic 2: Introduction to AI | 10% | - AI definitions and types
|
| Topic 3: AI-Based System Testing Methods | 17% | - Adversarial testing, bias testing - Model validation and verification |
| Topic 4: Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Topic 5: Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| Topic 6: Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Topic 7: ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Topic 8: Quality Characteristics for AI-Based Systems | 10% | - Ethics, bias, transparency and safety - Flexibility, adaptability, autonomy |
| Topic 9: Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
| Topic 10: Machine Learning (ML) Overview | 11% | - ML workflow, overfitting, underfitting - Supervised, unsupervised, reinforcement learning |
| Topic 11: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
1. Which ONE of the following activities is MOST relevant when addressing the scenario where you have more than the required amount of data available for the training?
SELECT ONE OPTION
A) Data sampling
B) Data augmentation
C) Data labeling
D) Feature selection
2. 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) Clustering
B) Classification
C) Reinforcement learning
D) Regression
3. Which ONE of the following types of coverage SHOULD be used if test cases need to cause each neuron to achieve both positive and negative activation values?
SELECT ONE OPTION
A) Value coverage
B) Threshold coverage
C) Sign change coverage
D) Neuron coverage
4. 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) Compliance needs require proper care to be taken of input personal data.
C) Nature of data constantly changes with lime.
D) Data for the use case is being generated at a fast pace.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: C | Question # 4 Answer: D |
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