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Updated: Oct 13, 2026
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| Section | Weight | Objectives |
|---|---|---|
| ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Neural Networks and Testing | 4% | - Structure of neural networks - Coverage measures for deep learning |
| Introduction to AI | 10% | - AI definitions and types
|
| Testing AI-Based Systems | 11% | - Test strategy and approach - Specific challenges and risks |
| Machine Learning (ML) Overview | 11% | - ML workflow, overfitting, underfitting - Supervised, unsupervised, reinforcement learning |
| Using AI for Testing Activities | 10% | - Test case generation, defect prediction - Regression optimization, test analysis |
| ML Data | 10% | - Data quality issues and impact - Data acquisition, preprocessing, labeling |
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| Quality Characteristics for AI-Based Systems | 10% | - Flexibility, adaptability, autonomy - Ethics, bias, transparency and safety |
| AI-Based System Testing Methods | 17% | - Model validation and verification - Adversarial testing, bias testing |
| Testing Quality Characteristics | 11% | - Explainability and reliability testing - Testing transparency, fairness, robustness |
Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
SELECT ONE OPTION
Correct Answer: C 🗳️
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Which ONE of the following describes a situation of back-to-back testing the LEAST?
SELECT ONE OPTION
Correct Answer: D 🗳️
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"Splendid Healthcare" has started developing a cancer detection system based on ML. The type of cancer they plan on detecting has 2% prevalence rate in the population of a particular geography. It is required that the model performs well for both normal and cancer patients.
Which ONE of the following combinations requires MAXIMIZATION?
SELECT ONE OPTION
Correct Answer: A 🗳️
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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
Correct Answer: A 🗳️
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