Exam Name: ISTQB Certified Tester AI Testing (v1.0)
Certification Provider: ISQI
Corresponding Certification: AI Testing
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Testing AI-Based Systems | 11% | - Test strategy and approach - Specific challenges and risks |
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
| AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| Machine Learning (ML) Overview | 11% | - ML workflow, overfitting, underfitting - Supervised, unsupervised, reinforcement learning |
| Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
| Introduction to AI | 10% | - AI definitions and types
|
| ML Data | 10% | - Data acquisition, preprocessing, labeling - Data quality issues and impact |
| Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
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
Correct Answer: D 🗳️
Explanation: Only visible for Pass4sureCert members. You can sign-up / login (it's free).
"BioSearch" is creating an Al model used for predicting cancer occurrence via examining X-Ray images. The accuracy of the model in isolation has been found to be good. However, the users of the model started complaining of the poor quality of results, especially inability to detect real cancer cases, when put to practice in the diagnosis lab, leading to stopping of the usage of the model.
A testing expert was called in to find the deficiencies in the test planning which led to the above scenario.
Which ONE of the following options would you expect to MOST likely be the reason to be discovered by the test expert?
SELECT ONE OPTION
- A. A lack of focus on choosing the right functional-performance metrics.
- B. A lack of focus on non-functional requirements testing.
- C. A lack of similarity between the training and testing data.
- D. The input data has not been tested for quality prior to use for testing.
Correct Answer: C 🗳️
Explanation: Only visible for Pass4sureCert members. You can sign-up / login (it's free).
"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 difficulty of defining criteria for improvement before the model can be accepted.
- B. The unknown nature and insufficient specification of the operating environment might have caused the poor performance.
- C. The fast pace of change did not allow sufficient time for testing.
- D. There was an algorithmic bias in the Al system.
Correct Answer: A 🗳️
Explanation: Only visible for Pass4sureCert members. You can sign-up / login (it's free).
Which of the following is THE LEAST appropriate tests to be performed for testing a feature related to autonomy?
SELECT ONE OPTION
- A. Test for human handover after a given time interval.
- B. Test for human handover requiring mandatory relinquishing control.
- C. Test for human handover to give rest to the system.
- D. Test for human handover when it should actually not be relinquishing control.
Correct Answer: D 🗳️
Explanation: Only visible for Pass4sureCert members. You can sign-up / login (it's free).
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