Exam Name: ISTQB Certified Tester AI Testing (v1.0)
Certification Provider: ISQI
Corresponding Certification: AI Testing
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Introduction to AI | 10% | - AI technologies and frameworks
|
| Topic 2: Quality Characteristics for AI-Based Systems | 10% | - Ethics, bias, transparency and safety - Flexibility, adaptability, autonomy |
| Topic 3: Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| Topic 4: ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Topic 5: Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| Topic 6: Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
| Topic 7: ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Topic 8: Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| Topic 9: Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
| Topic 10: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Topic 11: AI-Based System Testing Methods | 17% | - Adversarial testing, bias testing - Model validation and verification |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
1. 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.
2. Which ONE of the following approaches to labelling requires the least time and effort?
SELECT ONE OPTION
A) Pre-labeled dataset
B) Outsourced
C) Al-Assisted
D) Internal
3. A company producing consumable goods wants to identify groups of people with similar tastes for the purpose of targeting different products for each group. You have to choose and apply an appropriate ML type for this problem.
Which ONE of the following options represents the BEST possible solution for this above-mentioned task?
SELECT ONE OPTION
A) Association
B) Classification
C) Regression
D) Clustering
4. 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.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: A | Question # 3 Answer: D | Question # 4 Answer: D |
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