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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Topic 2: Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| Topic 3: ML Data | 10% | - Data acquisition, preprocessing, labeling - Data quality issues and impact |
| Topic 4: Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
| Topic 5: Quality Characteristics for AI-Based Systems | 10% | - Ethics, bias, transparency and safety - Flexibility, adaptability, autonomy |
| Topic 6: ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Topic 7: AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| Topic 8: Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Topic 9: Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Topic 10: Introduction to AI | 10% | - AI definitions and types
|
| Topic 11: Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
1. Data used for an object detection ML system was found to have been labelled incorrectly in many cases.
Which ONE of the following options is most likely the reason for this problem?
SELECT ONE OPTION
A) Accuracy issues
B) Bias issues
C) Privacy issues
D) Security issues
2. Which ONE of the following hardware is MOST suitable for implementing Al when using ML?
SELECT ONE OPTION
A) Hardware supporting fast matrix multiplication.
B) 64-bit CPUs.
C) Hardware supporting high precision floating point operations.
D) High powered CPUs.
3. Which ONE of the following approaches to labelling requires the least time and effort?
SELECT ONE OPTION
A) Al-Assisted
B) Pre-labeled dataset
C) Internal
D) Outsourced
4. 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 security
B) Testing for accuracy
C) Testing for concept drift
D) Testing for bias
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: C |





