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| Section | Objectives |
|---|---|
| Topic 1: Testing AI-Based Systems | - Testing ML models - Bias, fairness, and explainability testing - Data quality and dataset validation |
| Topic 2: AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| Topic 3: AI System Quality Risks | - Ethical and legal considerations - Model drift and performance degradation |
| Topic 4: Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
| Topic 5: Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
1. 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) Threshold coverage
B) Sign change coverage
C) Value coverage
D) Neuron coverage
2. Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
A) Al systems require changing of operational environments; therefore, flexibility is required.
B) Al systems are inherently flexible.
C) Self-learning systems are expected to deal with new situations without explicitly having to program for it.
D) Flexible Al systems allow for easier modification of the system as a whole.
3. A company producing consumable goods wants to identify groups of people with similar tastes for the purpose of targeting different products for each group. You have to choose and apply an appropriate ML type for this problem.
Which ONE of the following options represents the BEST possible solution for this above-mentioned task?
SELECT ONE OPTION
A) Association
B) Classification
C) Regression
D) Clustering
4. 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) Individual bias at the neuron level, activation values of neurons in the previous layer, and weights assigned to the connections between the neurons.
B) Individual bias at the neuron level, and weights assigned to the connections between theneurons.
C) Individual bias at the neuron level, and activation values of neurons in the previous layer.
D) Activation values of neurons in the previous layer, and weights assigned to the connections between the neurons.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: A |
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