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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| ML Functional Performance Metrics | - Performance Evaluation
|
| Testing AI-Specific Quality Characteristics | - Quality Validation
|
| Machine Learning | - ML Fundamentals
|
| Using AI for Testing | - AI-Assisted Testing
|
| ML Data | - Data Quality
|
| Testing AI-Based Systems Overview | - AI Testing Fundamentals
|
| ML Neural Networks and Testing | - Neural Networks
|
| Quality Characteristics for AI-Based Systems | - AI-Specific Quality Attributes
|
| Test Environments for AI-Based Systems | - AI Test Infrastructure
|
| Introduction to AI | - AI Fundamentals
|
| Methods and Techniques for Testing AI-Based Systems | - Test Design Techniques
|
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
"AllerEgo" is a product that uses sell-learning to predict the behavior of a pilot under combat situation for a variety of terrains and enemy aircraft formations. Post training the model was exposed to the real- world data and the model was found to bebehaving poorly. A lot of data quality tests had been performed on the data to bring it into a shape fit for training and testing.
Which ONE of the following options is least likely to describes the possible reason for the fall in the performance, especially when considering the self-learning nature of the Al system?
SELECT ONE OPTION
- A. The unknown nature and insufficient specification of the operating environment might have caused the poor performance.
- B. The fast pace of change did not allow sufficient time for testing.
- C. There was an algorithmic bias in the Al system.
- D. The difficulty of defining criteria for improvement before the model can be accepted.
Correct Answer: D 🗳️
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Data used for an object detection ML system was found to have been labelled incorrectly in many cases.
Which ONE of the following options is most likely the reason for this problem?
SELECT ONE OPTION
- A. Security issues
- B. Bias issues
- C. Privacy issues
- D. Accuracy issues
Correct Answer: D 🗳️
A system was developed for screening the X-rays of patients for potential malignancy detection (skin cancer).
A workflow system has been developed to screen multiple cancers by using several individually trained ML models chained together in the workflow.
Testing the pipeline could involve multiple kind of tests (I - III):
I.Pairwise testing of combinations
II.Testing each individual model for accuracy
III.A/B testing of different sequences of models
Which ONE of the following options contains the kinds of tests that would be MOST APPROPRIATE to include in the strategy for optimal detection?
SELECT ONE OPTION
- A. Only III
- B. I and II
- C. I and III
- D. Only II
Correct Answer: B 🗳️
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Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
- A. Flexible Al systems allow for easier modification of the system as a whole.
- B. Al systems require changing of operational environments; therefore, flexibility is required.
- C. Al systems are inherently flexible.
- D. Self-learning systems are expected to deal with new situations without explicitly having to program for it.
Correct Answer: A 🗳️
Explanation: Only visible for Dumps4PDF members. You can sign-up / login (it's free).
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