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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Introduction to AI | 10% | - AI definitions and types
|
| 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 |
| ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| ML Data | 10% | - Data acquisition, preprocessing, labeling - Data quality issues and impact |
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| AI-Based System Testing Methods | 17% | - Adversarial testing, bias testing - Model validation and verification |
| Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
1. Which ONE of the following characteristics is the least likely to cause safety related issues for an Al system?
SELECT ONE OPTION
A) Non-determinism
B) Self-learning
C) High complexity
D) Robustness
2. Which ONE of the following options describes the LEAST LIKELY usage of Al for detection of GUI changes due to changes in test objects?
SELECT ONE OPTION
A) Using a ML-based classifier to flag if changes in GUI are to be flagged for humans.
B) Using a computer vision to compare the GUI before and after the test object changes.
C) Using a vision-based detection of the GUI layout changes before and after test object changes.
D) Using a pixel comparison of the GUI before and after the change to check the differences.
3. Which ONE of the following hardware is MOST suitable for implementing Al when using ML?
SELECT ONE OPTION
A) High powered CPUs.
B) Hardware supporting high precision floating point operations.
C) Hardware supporting fast matrix multiplication.
D) 64-bit CPUs.
4. Which ONE of the following tests is MOST likely to describe a useful test to help detect different kinds of biases in ML pipeline?
SELECT ONE OPTION
A) Test the model during model evaluation for data bias.
B) Testing the distribution shift in the training data for inappropriate bias.
C) Check the input test data for potential sample bias.
D) Testing the data pipeline for any sources for algorithmic bias.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: D | Question # 3 Answer: C | Question # 4 Answer: A |
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