Pass the actual test with the help of CT-AI_v1.0_World study guide
Last Updated: Jul 23, 2026
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| Section | Objectives |
|---|---|
| Testing AI-Based Systems Overview | - AI Testing Fundamentals
|
| Introduction to AI | - AI Fundamentals
|
| Test Environments for AI-Based Systems | - AI Test Infrastructure
|
| Testing AI-Specific Quality Characteristics | - Quality Validation
|
| ML Neural Networks and Testing | - Neural Networks
|
| ML Functional Performance Metrics | - Performance Evaluation
|
| Using AI for Testing | - AI-Assisted Testing
|
| Methods and Techniques for Testing AI-Based Systems | - Test Design Techniques
|
| Machine Learning | - ML Fundamentals
|
| Quality Characteristics for AI-Based Systems | - AI-Specific Quality Attributes
|
| ML Data | - Data Quality
|
1. Upon testing a model used to detect rotten tomatoes, the following data was observed by the test engineer, based on certain number of tomato images.
For this confusion matrix which combinations of values of accuracy, recall, and specificity respectively is CORRECT?
SELECT ONE OPTION
A) 1,0.9, 0.8
B) 1,0.87,0.84
C) 0.84.1,0.9
D) 0.87.0.9. 0.84
2. Which ONE of the following options describes the LEAST LIKELY usage of Al for detection of GUI changes due to changes in test objects?
SELECT ONE OPTION
A) Using a pixel comparison of the GUI before and after the change to check the differences.
B) Using a ML-based classifier to flag if changes in GUI are to be flagged for humans.
C) Using a vision-based detection of the GUI layout changes before and after test object changes.
D) Using a computer vision to compare the GUI before and after the test object changes.
3. 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) Automating test scripts using Al-based test automation tools.
B) Identifying suitable tests by looking at the complexity of the test cases.
C) Using of a random subset of tests.
D) Using an Al-based tool to optimize the regression test suite by analyzing past test results
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 offers in a recommendation system to decide on the more effective offer for same users.
C) A comparison of the performance of an ML system on two different input datasets.
D) A comparison of two different websites for the same company to observe from a user acceptance perspective.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: C |
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