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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Topic 2: Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
| Topic 3: Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Topic 4: ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Topic 5: ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Topic 6: AI-Based System Testing Methods | 17% | - Adversarial testing, bias testing - Model validation and verification |
| Topic 7: Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| Topic 8: Introduction to AI | 10% | - AI technologies and frameworks
|
| Topic 9: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Topic 10: Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
| Topic 11: Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
1. Which ONE of the following options describes a scenario of A/B testing the LEAST?
SELECT ONE OPTION
A) A comparison of two different websites for the same company to observe from a user acceptance perspective.
B) A comparison of two different offers in a recommendation system to decide on the more effective offer for same users.
C) A comparison of the performance of two different ML implementations on the same input data.
D) A comparison of the performance of an ML system on two different input datasets.
2. Which ONE of the following options is the MOST APPROPRIATE stage of the ML workflow to set model and algorithm hyperparameters?
SELECT ONE OPTION
A) Deploying the model
B) Evaluating the model
C) Data testing
D) Tuning the model
3. The activation value output for a neuron in a neural network is obtained by applying computation to the neuron.
Which ONE of the following options BEST describes the inputs used to compute the activation value?
SELECT ONE OPTION
A) Activation values of neurons in the previous layer, and weights assigned to the connections between the neurons.
B) Individual bias at the neuron level, activation values of neurons in the previous layer, and weights assigned to the connections between the neurons.
C) Individual bias at the neuron level, and activation values of neurons in the previous layer.
D) Individual bias at the neuron level, and weights assigned to the connections between theneurons.
4. 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 augmentation
B) Data sampling
C) Data labeling
D) Feature selection
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: B |
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