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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Introduction to AI | - AI Fundamentals
|
| Topic 2: Methods and Techniques for Testing AI-Based Systems | - Test Design Techniques
|
| Topic 3: Quality Characteristics for AI-Based Systems | - AI-Specific Quality Attributes
|
| Topic 4: Testing AI-Based Systems Overview | - AI Testing Fundamentals
|
| Topic 5: ML Neural Networks and Testing | - Neural Networks
|
| Topic 6: Using AI for Testing | - AI-Assisted Testing
|
| Topic 7: ML Functional Performance Metrics | - Performance Evaluation
|
| Topic 8: Test Environments for AI-Based Systems | - AI Test Infrastructure
|
| Topic 9: Testing AI-Specific Quality Characteristics | - Quality Validation
|
| Topic 10: ML Data | - Data Quality
|
| Topic 11: Machine Learning | - ML Fundamentals
|
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
1. Which ONE of the following options is an example that BEST describes a system with Al-based autonomous functions?
SELECT ONE OPTION
A) A system that utilizes a tool like Selenium.
B) A fully automated manufacturing plant that uses no software.
C) A system that is fully able to respond to its environment.
D) A system that utilizes human beings for all important decisions.
2. 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) Feature selection
B) Data sampling
C) Data augmentation
D) Data labeling
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) Individual bias at the neuron level, and weights assigned to the connections between theneurons.
B) Individual bias at the neuron level, and activation values of neurons in the previous layer.
C) Activation values of neurons in the previous layer, and weights assigned to the connections between the neurons.
D) Individual bias at the neuron level, activation values of neurons in the previous layer, and weights assigned to the connections between the neurons.
4. Which ONE of the following tests is MOST likely to describe a useful test to help detect different kinds of biases in ML pipeline?
SELECT ONE OPTION
A) Test the model during model evaluation for data bias.
B) Testing the data pipeline for any sources for algorithmic bias.
C) Testing the distribution shift in the training data for inappropriate bias.
D) Check the input test data for potential sample bias.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: A |
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