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ISQI CT-AI_v1.0_World valid - in .pdf
- Exam Code: CT-AI_v1.0_World
- Exam Name: ISTQB Certified Tester AI Testing (v1.0)
- Q & A: 40 Questions and Answers
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- Exam Code: CT-AI_v1.0_World
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
| Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Introduction to AI | 10% | - AI technologies and frameworks
|
| Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
| Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Question #1
In a certain coffee producing region of Colombia, there have been some severe weather storms, resulting in massive losses in production. This caused a massive drop in stock price of coffee.
Which ONE of the following types of testing SHOULD be performed for a machine learning model for stock-price prediction to detect influence of such phenomenon as above on price of coffee stock.
SELECT ONE OPTION
- A. Testing for concept drift
- B. Testing for accuracy
- C. Testing for security
- D. Testing for bias
Answer: A
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Question #2
Which ONE of the following models BEST describes a way to model defect prediction by looking at the history of bugs in modules by using code quality metrics of modules of historical versions as input?
SELECT ONE OPTION
- A. Identifying the relationship between developers and the modules developed by them.
- B. Clustering of similar code modules to predict based on similarity.
- C. Search of similar code based on natural language processing.
- D. Using a classification model to predict the presence of a defect by using code quality metrics as the input data.
Answer: D
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Question #3
Which ONE of the following characteristics is the least likely to cause safety related issues for an Al system?
SELECT ONE OPTION
- A. High complexity
- B. Non-determinism
- C. Robustness
- D. Self-learning
Answer: C
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Question #4
Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
SELECT ONE OPTION
- A. Test data being sourced from public sources.
- B. Nature of data constantly changes with lime.
- C. Compliance needs require proper care to be taken of input personal data.
- D. Data for the use case is being generated at a fast pace.
Answer: D
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