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| Section | Objectives |
|---|---|
| Testing AI-Based Systems | - Bias, fairness, and explainability testing - Data quality and dataset validation - Testing ML models |
| Introduction to AI in Software Testing | - AI systems overview - Role of AI in testing |
| AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| AI System Quality Risks | - Ethical and legal considerations - Model drift and performance degradation |
| Machine Learning Fundamentals for Testers | - Model training and evaluation basics - Supervised and unsupervised learning concepts |
1. Arihant Meditation is a startup using Al to aid people in deeper and better meditation based on analysis of various factors such as time and duration of the meditation, pulse and blood pressure, EEG patters etc. among others. Their model accuracy and other functional performance parameters have not yet reached their desired level.
Which ONE of the following factors is NOT a factor affecting the ML functional performance?
SELECT ONE OPTION
A) The number of classes
B) Biased data
C) The quality of the labeling
D) The data pipeline
2. Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION
A) Al systems are inherently flexible.
B) Self-learning systems are expected to deal with new situations without explicitly having to program for it.
C) Al systems require changing of operational environments; therefore, flexibility is required.
D) Flexible Al systems allow for easier modification of the system as a whole.
3. Data used for an object detection ML system was found to have been labelled incorrectly in many cases.
Which ONE of the following options is most likely the reason for this problem?
SELECT ONE OPTION
A) Bias issues
B) Security issues
C) Privacy issues
D) Accuracy issues
4. Which ONE of the following approaches to labelling requires the least time and effort?
SELECT ONE OPTION
A) Internal
B) Pre-labeled dataset
C) Al-Assisted
D) Outsourced
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: B |
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