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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| Topic 2: Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Topic 3: AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| Topic 4: Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
| Topic 5: Introduction to AI | 10% | - AI definitions and types
|
| Topic 6: ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Topic 7: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Topic 8: Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| Topic 9: Quality Characteristics for AI-Based Systems | 10% | - Ethics, bias, transparency and safety - Flexibility, adaptability, autonomy |
| Topic 10: Testing AI-Based Systems | 11% | - Test strategy and approach - Specific challenges and risks |
| Topic 11: ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
1. ln the near future, technology will have evolved, and Al will be able to learn multiple tasks by itself without needing to be retrained, allowing it to operate even in new environments. The cognitive abilities of Al are similar to a child of 1-2 years.' In the above quote, which ONE of the following options is the correct name of this type of Al?
SELECT ONE OPTION
A) Technological singularity
B) General Al
C) Super Al
D) Narrow Al
2. Which ONE of the following hardware is MOST suitable for implementing Al when using ML?
SELECT ONE OPTION
A) 64-bit CPUs.
B) Hardware supporting fast matrix multiplication.
C) Hardware supporting high precision floating point operations.
D) High powered CPUs.
3. Max. Score: 2
Al-enabled medical devices are used nowadays for automating certain parts of the medical diagnostic processes. Since these are life-critical process the relevant authorities are considenng bringing about suitable certifications for these Al enabled medical devices. This certification may involve several facets of Al testing (I - V).
I.Autonomy
II.Maintainability
III.Safety
IV.Transparency
V.Side Effects
Which ONE of the following options contains the three MOST required aspects to be satisfied for the above scenario of certification of Al enabled medical devices?
SELECT ONE OPTION
A) Aspects III, IV, and V
B) Aspects I, IV, and V
C) Aspects I, II, and III
D) Aspects II, III and IV
4. A system was developed for screening the X-rays of patients for potential malignancy detection (skin cancer).
A workflow system has been developed to screen multiple cancers by using several individually trained ML models chained together in the workflow.
Testing the pipeline could involve multiple kind of tests (I - III):
I.Pairwise testing of combinations
II.Testing each individual model for accuracy
III.A/B testing of different sequences of models
Which ONE of the following options contains the kinds of tests that would be MOST APPROPRIATE to include in the strategy for optimal detection?
SELECT ONE OPTION
A) Only II
B) Only III
C) I and III
D) I and II
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: D |
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Gabrielle 
Jack 
Jacob 
Nick 
Ada 
Cyril 
Darren 
Nelson 
Renata 
Veronica 
Jacob 
Newman 
Deborah 
Horace 
Burnell 
Timothy 
Evelyn 
Sara 
Delia 
Lyndon 
