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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
| Introduction to AI | 10% | - AI technologies and frameworks
|
| Quality Characteristics for AI-Based Systems | 10% | - Ethics, bias, transparency and safety - Flexibility, adaptability, autonomy |
| Testing AI-Based Systems | 11% | - Test strategy and approach - Specific challenges and risks |
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| AI-Based System Testing Methods | 17% | - Adversarial testing, bias testing - Model validation and verification |
| ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Question 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. Super Al
B. Narrow Al
C. General Al
D. Technological singularity
Question 2
Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
A. Flexible Al systems allow for easier modification of the system as a whole.
B. Al systems require changing of operational environments; therefore, flexibility is required.
C. Al systems are inherently flexible.
D. Self-learning systems are expected to deal with new situations without explicitly having to program for it.
Question 3
Which of the following is THE LEAST appropriate tests to be performed for testing a feature related to autonomy?
SELECT ONE OPTION
A. Test for human handover to give rest to the system.
B. Test for human handover when it should actually not be relinquishing control.
C. Test for human handover after a given time interval.
D. Test for human handover requiring mandatory relinquishing control.
Question 4
Which ONE of the following options represents a technology MOST TYPICALLY used to implement Al?
SELECT ONE OPTION
A. Case control structures
B. Procedural programming
C. Genetic algorithms
D. Search engines
Solutions:
| Question 1 Answer: C | Question 2 Answer: A | Question 3 Answer: B | Question 4 Answer: C |
Rita 
Harriet 
Timothy 
Fitch 
Elsie 
Murphy 
George 
Catherine 
Julius 
Verne 
Prudence 
Norman 
Julius 
Grace 
