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 |
|---|---|---|
| ML Data | 10% | - Data acquisition, preprocessing, labeling - Data quality issues and impact |
| Machine Learning (ML) Overview | 11% | - ML workflow, overfitting, underfitting - Supervised, unsupervised, reinforcement learning |
| Testing AI-Based Systems | 11% | - Test strategy and approach - Specific challenges and risks |
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
| Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| AI-Based System Testing Methods | 17% | - Adversarial testing, bias testing - Model validation and verification |
| ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
| Introduction to AI | 10% | - AI technologies and frameworks
|
| Quality Characteristics for AI-Based Systems | 10% | - Ethics, bias, transparency and safety - Flexibility, adaptability, autonomy |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Which ONE of the following options represents a technology MOST TYPICALLY used to implement Al?
SELECT ONE OPTION
- A. Case control structures
- B. Search engines
- C. Genetic algorithms
- D. Procedural programming
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
In a conference on artificial intelligence (Al), a speaker made the statement, "The current implementation of Al using models which do NOT change by themselves is NOT true Al*. Based on your understanding of Al, is this above statement CORRECT or INCORRECT and why?
SELECT ONE OPTION
- A. This statement is incorrect. Current Al is true Al and there is no reason to believe that this fact will change over time.
- B. This statement is incorrect. What is considered Al today will continue to be Al even as technology evolves and changes.
- C. This statement is correct. In general, what is considered Al today may change over time.
- D. This statement is correct. In general, today the term Al is utilized incorrectly.
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
Which ONE of the following hardware is MOST suitable for implementing Al when using ML?
SELECT ONE OPTION
- A. Hardware supporting high precision floating point operations.
- B. 64-bit CPUs.
- C. Hardware supporting fast matrix multiplication.
- D. High powered CPUs.
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
Which ONE of the following models BEST describes a way to model defect prediction by looking at the history of bugs in modules by using code quality metrics of modules of historical versions as input?
SELECT ONE OPTION
- A. Identifying the relationship between developers and the modules developed by them.
- B. Clustering of similar code modules to predict based on similarity.
- C. Search of similar code based on natural language processing.
- D. Using a classification model to predict the presence of a defect by using code quality metrics as the input data.
Explanation: Only visible for ITCertMagic members. You can sign-up / login (it's free).
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