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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
Testing AI-Based Systems- Testing ML models
- Bias, fairness, and explainability testing
- Data quality and dataset validation
Machine Learning Fundamentals for Testers- Supervised and unsupervised learning concepts
- Model training and evaluation basics
Introduction to AI in Software Testing- AI systems overview
- Role of AI in testing
AI System Quality Risks- Model drift and performance degradation
- Ethical and legal considerations
AI in Test Automation- AI-supported test generation
- AI-based defect prediction and analytics

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

Question 1

Pairwise testing can be used in the context of self-driving cars for controlling an explosion in the number of combinations of parameters.
Which ONE of the following options is LEAST likely to be a reason for this incredible growth of parameters?
SELECT ONE OPTION

A. ML model metrics to evaluate the functional performance
B. Different features like ADAS, Lane Change Assistance etc.
C. Different Road Types
D. Different weather conditions


Question 2

Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
SELECT ONE OPTION

A. Nature of data constantly changes with lime.
B. Test data being sourced from public sources.
C. Compliance needs require proper care to be taken of input personal data.
D. Data for the use case is being generated at a fast pace.


Question 3

In a certain coffee producing region of Colombia, there have been some severe weather storms, resulting in massive losses in production. This caused a massive drop in stock price of coffee.
Which ONE of the following types of testing SHOULD be performed for a machine learning model for stock-price prediction to detect influence of such phenomenon as above on price of coffee stock.
SELECT ONE OPTION

A. Testing for bias
B. Testing for accuracy
C. Testing for security
D. Testing for concept drift


Question 4

Which ONE of the following tests is MOST likely to describe a useful test to help detect different kinds of biases in ML pipeline?
SELECT ONE OPTION

A. Check the input test data for potential sample bias.
B. Testing the distribution shift in the training data for inappropriate bias.
C. Test the model during model evaluation for data bias.
D. Testing the data pipeline for any sources for algorithmic bias.


Solutions:

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

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