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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Machine Learning | - ML Fundamentals
|
| Topic 2: Test Environments for AI-Based Systems | - AI Test Infrastructure
|
| Topic 3: Introduction to AI | - AI Fundamentals
|
| Topic 4: ML Functional Performance Metrics | - Performance Evaluation
|
| Topic 5: Testing AI-Based Systems Overview | - AI Testing Fundamentals
|
| Topic 6: Testing AI-Specific Quality Characteristics | - Quality Validation
|
| Topic 7: ML Neural Networks and Testing | - Neural Networks
|
| Topic 8: Quality Characteristics for AI-Based Systems | - AI-Specific Quality Attributes
|
| Topic 9: Methods and Techniques for Testing AI-Based Systems | - Test Design Techniques
|
| Topic 10: Using AI for Testing | - AI-Assisted Testing
|
| Topic 11: ML Data | - Data Quality
|
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
A ML engineer is trying to determine the correctness of the new open-source implementation *X", of a supervised regression algorithm implementation. R-Square is one of the functional performance metrics used to determine the quality of the model.
Which ONE of the following would be an APPROPRIATE strategy to achieve this goal?
SELECT ONE OPTION
- A. Drop 10% of the rows randomly and create another model and compare the R-Square scores of both the models.
- B. Add 10% of the rows randomly and create another model and compare the R-Square scores of both the model.
- C. Compare the R-Square score of the model obtained using two different implementations that utilize two different programming languages while using the same algorithm and the same training and testing data.
- D. Train various models by changing the order of input features and verify that the R-Square score of these models vary significantly.
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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. Value coverage
- C. Neuron coverage
- D. Sign change coverage
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Which ONE of the following options represents a technology MOST TYPICALLY used to implement Al?
SELECT ONE OPTION
- A. Search engines
- B. Procedural programming
- C. Case control structures
- D. Genetic algorithms
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Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
- A. Al systems are inherently flexible.
- B. Flexible Al systems allow for easier modification of the system as a whole.
- C. Self-learning systems are expected to deal with new situations without explicitly having to program for it.
- D. Al systems require changing of operational environments; therefore, flexibility is required.
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