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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| Topic 2: ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Topic 3: Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Topic 4: Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| Topic 5: ML Data | 10% | - Data acquisition, preprocessing, labeling - Data quality issues and impact |
| Topic 6: Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Topic 7: Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| Topic 8: Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
| Topic 9: Machine Learning (ML) Overview | 11% | - ML workflow, overfitting, underfitting - Supervised, unsupervised, reinforcement learning |
| Topic 10: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Topic 11: Introduction to AI | 10% | - AI technologies and frameworks
|
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Pairwise testing can be used in the context of self-driving cars for controlling an explosion in the number of combinations of parameters.
Which ONE of the following options is LEAST likely to be a reason for this incredible growth of parameters?
SELECT ONE OPTION
- A. Different weather conditions
- B. Different features like ADAS, Lane Change Assistance etc.
- C. Different Road Types
- D. ML model metrics to evaluate the functional performance
Correct Answer: D 🗳️
Explanation: Only visible for Prep4sureExam members. You can sign-up / login (it's free).
Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
- A. Al systems are inherently flexible.
- B. Al systems require changing of operational environments; therefore, flexibility is required.
- C. Flexible Al systems allow for easier modification of the system as a whole.
- D. Self-learning systems are expected to deal with new situations without explicitly having to program for it.
Correct Answer: C 🗳️
Explanation: Only visible for Prep4sureExam members. You can sign-up / login (it's free).
Written requirements are given in text documents, which ONE of the following options is the BEST way to generate test cases from these requirements?
SELECT ONE OPTION
- A. GUI analysis by computer vision
- B. Analyzing source code for generating test cases
- C. Machine learning on logs of execution
- D. Natural language processing on textual requirements
Correct Answer: D 🗳️
Explanation: Only visible for Prep4sureExam members. You can sign-up / login (it's free).
Which ONE of the following options is the MOST APPROPRIATE stage of the ML workflow to set model and algorithm hyperparameters?
SELECT ONE OPTION
- A. Deploying the model
- B. Data testing
- C. Evaluating the model
- D. Tuning the model
Correct Answer: D 🗳️
Explanation: Only visible for Prep4sureExam members. You can sign-up / login (it's free).
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