Last Updated: Sep 11, 2026
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| Section | Objectives |
|---|---|
| AI System Quality Risks | - Model drift and performance degradation - Ethical and legal considerations |
| Testing AI-Based Systems | - Bias, fairness, and explainability testing - Data quality and dataset validation - Testing ML models |
| AI in Test Automation | - AI-supported test generation - AI-based defect prediction and analytics |
| Machine Learning Fundamentals for Testers | - Supervised and unsupervised learning concepts - Model training and evaluation basics |
| Introduction to AI in Software Testing | - Role of AI in testing - AI systems overview |
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
Correct Answer: C 🗳️
Which ONE of the following approaches to labelling requires the least time and effort?
SELECT ONE OPTION
Correct Answer: A 🗳️
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The activation value output for a neuron in a neural network is obtained by applying computation to the neuron.
Which ONE of the following options BEST describes the inputs used to compute the activation value?
SELECT ONE OPTION
Correct Answer: C 🗳️
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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
Correct Answer: C 🗳️
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