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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
Quality Characteristics for AI-Based Systems- AI-Specific Quality Attributes
  • 1. Ethics
  • 2. Evolution
  • 3. Bias
  • 4. Flexibility and Adaptability
  • 5. Transparency and Explainability
  • 6. Autonomy
ML Neural Networks and Testing- Neural Networks
  • 1. Neural Network Basics
  • 2. Testing Neural Networks
Machine Learning- ML Fundamentals
  • 1. Machine Learning Overview
  • 2. Supervised and Unsupervised Learning
  • 3. Training and Validation
ML Data- Data Quality
  • 1. Data Preparation
  • 2. Data Collection
  • 3. Data Bias
Testing AI-Based Systems Overview- AI Testing Fundamentals
  • 1. AI Test Lifecycle
  • 2. Test Strategy
  • 3. Risk-Based Testing
Introduction to AI- AI Fundamentals
  • 1. AI as a Service
  • 2. AI-Based vs Conventional Systems
  • 3. AI Technologies
  • 4. AI Development Frameworks
  • 5. AI Definitions and Concepts
ML Functional Performance Metrics- Performance Evaluation
  • 1. Precision
  • 2. Recall
  • 3. F1 Score
  • 4. Accuracy
Test Environments for AI-Based Systems- AI Test Infrastructure
  • 1. Environment Configuration
  • 2. Data Management
  • 3. Monitoring and Maintenance
Using AI for Testing- AI-Assisted Testing
  • 1. Test Automation Support
  • 2. Test Data Generation
  • 3. Defect Prediction
Testing AI-Specific Quality Characteristics- Quality Validation
  • 1. Explainability Assessment
  • 2. Robustness Testing
  • 3. Fairness Testing
Methods and Techniques for Testing AI-Based Systems- Test Design Techniques
  • 1. Data-Oriented Testing
  • 2. Scenario-Based Testing
  • 3. Model Testing

ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:

Written requirements are given in text documents, which ONE of the following options is the BEST way to generate test cases from these requirements?
SELECT ONE OPTION

  • A. Natural language processing on textual requirements
  • B. Analyzing source code for generating test cases
  • C. GUI analysis by computer vision
  • D. Machine learning on logs of execution
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).

"BioSearch" is creating an Al model used for predicting cancer occurrence via examining X-Ray images. The accuracy of the model in isolation has been found to be good. However, the users of the model started complaining of the poor quality of results, especially inability to detect real cancer cases, when put to practice in the diagnosis lab, leading to stopping of the usage of the model.
A testing expert was called in to find the deficiencies in the test planning which led to the above scenario.
Which ONE of the following options would you expect to MOST likely be the reason to be discovered by the test expert?
SELECT ONE OPTION

  • A. A lack of focus on non-functional requirements testing.
  • B. A lack of focus on choosing the right functional-performance metrics.
  • C. The input data has not been tested for quality prior to use for testing.
  • D. A lack of similarity between the training and testing data.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).

Data used for an object detection ML system was found to have been labelled incorrectly in many cases.
Which ONE of the following options is most likely the reason for this problem?
SELECT ONE OPTION

  • A. Security issues
  • B. Privacy issues
  • C. Bias issues
  • D. Accuracy issues
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Which ONE of the following options is an example that BEST describes a system with Al-based autonomous functions?
SELECT ONE OPTION

  • A. A system that utilizes a tool like Selenium.
  • B. A fully automated manufacturing plant that uses no software.
  • C. A system that is fully able to respond to its environment.
  • D. A system that utilizes human beings for all important decisions.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Explanation: Only visible for ActualVCE members. You can sign-up / login (it's free).

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