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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| Topic 2: ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Topic 3: Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
| Topic 4: Introduction to AI | 10% | - AI technologies and frameworks
|
| Topic 5: Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
| Topic 6: Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
| Topic 7: Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Topic 8: AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| Topic 9: Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Topic 10: Testing AI-Based Systems | 11% | - Test strategy and approach - Specific challenges and risks |
| Topic 11: ML Functional Performance Metrics | 11% | - Confusion matrix, accuracy, precision, recall - ROC, AUC, MSE, silhouette coefficient |
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. Upon testing a model used to detect rotten tomatoes, the following data was observed by the test engineer, based on certain number of tomato images.
For this confusion matrix which combinations of values of accuracy, recall, and specificity respectively is CORRECT?
SELECT ONE OPTION
A) 1,0.87,0.84
B) 0.87.0.9. 0.84
C) 0.84.1,0.9
D) 1,0.9, 0.8
3. 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) Regression
C) Classification
D) Association
4. 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) Data testing
B) Deploying the model
C) Evaluating the model
D) Tuning the model
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: D |
Don 
Pamela 
Jennifer 
Willie 
Monroe 
Upton 
Quincy 
Olivia 
Murphy 
Jenny 
Geoff 
Louis 
Sabrina 
Hulda 
Quentin 
Adelaide 
