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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Using AI for Testing | - AI-Assisted Testing
|
| Topic 2: Testing AI-Specific Quality Characteristics | - Quality Validation
|
| Topic 3: ML Data | - Data Quality
|
| Topic 4: Introduction to AI | - AI Fundamentals
|
| Topic 5: ML Functional Performance Metrics | - Performance Evaluation
|
| Topic 6: Test Environments for AI-Based Systems | - AI Test Infrastructure
|
| Topic 7: Quality Characteristics for AI-Based Systems | - AI-Specific Quality Attributes
|
| Topic 8: Methods and Techniques for Testing AI-Based Systems | - Test Design Techniques
|
| Topic 9: Machine Learning | - ML Fundamentals
|
| Topic 10: ML Neural Networks and Testing | - Neural Networks
|
| Topic 11: Testing AI-Based Systems Overview | - AI Testing Fundamentals
|
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
1. 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 distribution shift in the training data for inappropriate bias.
C) Testing the data pipeline for any sources for algorithmic bias.
D) Check the input test data for potential sample bias.
2. Which ONE of the following is the BEST option to optimize the regression test selection and prevent the regression suite from growing large?
SELECT ONE OPTION
A) Using an Al-based tool to optimize the regression test suite by analyzing past test results
B) Automating test scripts using Al-based test automation tools.
C) Identifying suitable tests by looking at the complexity of the test cases.
D) Using of a random subset of tests.
3. A software component uses machine learning to recognize the digits from a scan of handwritten numbers. In the scenario above, which type of Machine Learning (ML) is this an example of?
SELECT ONE OPTION
A) Classification
B) Clustering
C) Regression
D) Reinforcement learning
4. Which ONE of the following options describes a scenario of A/B testing the LEAST?
SELECT ONE OPTION
A) A comparison of the performance of two different ML implementations on the same input data.
B) A comparison of two different websites for the same company to observe from a user acceptance perspective.
C) A comparison of two different offers in a recommendation system to decide on the more effective offer for same users.
D) A comparison of the performance of an ML system on two different input datasets.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: D |
