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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

1. Which ONE of the following options is the MOST APPROPRIATE stage of the ML workflow to set model and algorithm hyperparameters?
SELECT ONE OPTION

A) Tuning the model
B) Evaluating the model
C) Deploying the model
D) Data testing


2. Which ONE of the following describes a situation of back-to-back testing the LEAST?
SELECT ONE OPTION

A) Comparison of the results of a home-grown neural network model ML model with results in a neural network model implemented in a standard implementation (for example Pytorch) for same data
B) Comparison of the results of a current neural network model ML model implemented in platform A (for example Pytorch) with a similar neural network model ML model implemented in platform B (for example Tensorflow), for the same data.
C) Comparison of the results of a neural network ML model with a current decision tree ML model for the same data.
D) Comparison of the results of the current neural network ML model on the current data set with a slightly modified data set.


3. A software component uses machine learning to recognize the digits from a scan of handwritten numbers. In the scenario above, which type of Machine Learning (ML) is this an example of?
SELECT ONE OPTION

A) Regression
B) Reinforcement learning
C) Classification
D) Clustering


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) Regression
B) Association
C) Classification
D) Clustering


Solutions:

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


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