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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

1. 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. What is considered Al today will continue to be Al even as technology evolves and changes.
B) This statement is correct. In general, what is considered Al today may change over time.
C) This statement is correct. In general, today the term Al is utilized incorrectly.
D) This statement is incorrect. Current Al is true Al and there is no reason to believe that this fact will change over time.


2. 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) Machine learning on logs of execution
B) GUI analysis by computer vision
C) Analyzing source code for generating test cases
D) Natural language processing on textual requirements


3. Which ONE of the following statements is a CORRECT adversarial example in the context of machine learning systems that are working on image classifiers.
SELECT ONE OPTION

A) These examples are model specific and are not likely to cause another model trained on same task to fail.
B) These attacks can't be prevented by retraining the model with these examples augmented tothe training data.
C) These attack examples cause a model to predict the correct class with slightly less accuracy even though they look like the original image.
D) Black box attacks based on adversarial examples create an exact duplicate model of the original.


4. 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) Clustering
B) Classification
C) Regression
D) Association


Solutions:

Question # 1
Answer: B
Question # 2
Answer: D
Question # 3
Answer: A
Question # 4
Answer: A

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