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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Testing AI-Based Systems | 11% | - Test strategy and approach - Specific challenges and risks |
| Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
| Introduction to AI | 10% | - AI technologies and frameworks
|
| Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| AI-Based System Testing Methods | 17% | - Adversarial testing, bias testing - Model validation and verification |
| Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
| Machine Learning (ML) Overview | 11% | - ML workflow, overfitting, underfitting - Supervised, unsupervised, reinforcement learning |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Question #1
Which ONE of the following options BEST DESCRIBES clustering?
SELECT ONE OPTION
A. Clustering is classification of a continuous quantity.
B. Clustering is supervised learning.
C. Clustering requires you to know the classes.
D. Clustering is done without prior knowledge of output classes.
Question #2
Which ONE of the following options represents a technology MOST TYPICALLY used to implement Al?
SELECT ONE OPTION
A. Procedural programming
B. Case control structures
C. Search engines
D. Genetic algorithms
Question #3
Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
SELECT ONE OPTION
A. Compliance needs require proper care to be taken of input personal data.
B. Nature of data constantly changes with lime.
C. Test data being sourced from public sources.
D. Data for the use case is being generated at a fast pace.
Question #4
Which ONE of the following activities is MOST relevant when addressing the scenario where you have more than the required amount of data available for the training?
SELECT ONE OPTION
A. Data labeling
B. Data sampling
C. Feature selection
D. Data augmentation
Solutions:
| Question #1 Correct Answer: D | Question #2 Correct Answer: D | Question #3 Correct Answer: D | Question #4 Correct Answer: B |
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