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| Section | Objectives |
|---|---|
| Testing AI-Based Systems | - Testing ML models - Bias, fairness, and explainability testing - Data quality and dataset validation |
| Introduction to AI in Software Testing | - Role of AI in testing - AI systems overview |
| Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
| AI System Quality Risks | - Model drift and performance degradation - Ethical and legal considerations |
| AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
1. Which ONE of the following options represents a technology MOST TYPICALLY used to implement Al?
SELECT ONE OPTION
A) Case control structures
B) Procedural programming
C) Search engines
D) Genetic algorithms
2. Which ONE of the following hardware is MOST suitable for implementing Al when using ML?
SELECT ONE OPTION
A) 64-bit CPUs.
B) Hardware supporting high precision floating point operations.
C) Hardware supporting fast matrix multiplication.
D) High powered CPUs.
3. Which ONE of the following characteristics is the least likely to cause safety related issues for an Al system?
SELECT ONE OPTION
A) Robustness
B) High complexity
C) Non-determinism
D) Self-learning
4. A system was developed for screening the X-rays of patients for potential malignancy detection (skin cancer).
A workflow system has been developed to screen multiple cancers by using several individually trained ML models chained together in the workflow.
Testing the pipeline could involve multiple kind of tests (I - III):
I.Pairwise testing of combinations
II.Testing each individual model for accuracy
III.A/B testing of different sequences of models
Which ONE of the following options contains the kinds of tests that would be MOST APPROPRIATE to include in the strategy for optimal detection?
SELECT ONE OPTION
A) I and II
B) Only III
C) Only II
D) I and III
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: A |
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