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BICSI CTAT Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Quality Characteristics of AI-Based Systems | - Explainability and transparency - Fairness, bias, ethics |
| Test Environments for AI Systems | - Infrastructure requirements - Virtual and cloud-based test environments |
| Machine Learning Overview | - ML lifecycle - Neural networks and deep learning |
| Neural Networks and Testing | - NN architecture and coverage - Testing strategies for neural networks |
| AI-Specific Quality & Testing Challenges | - Algorithmic and sample bias - Non-determinism and concept drift |
| Testing AI-Based Systems – Overview | - Test oracle problem and acceptance criteria - Specification and test levels |
| Introduction to AI | - AI and machine learning concepts - Types of AI systems |
| ML Data Management & Testing | - Data quality and preprocessing - Training, validation and test datasets |
| Test Techniques for AI-Based Systems | - Adversarial testing and data poisoning - Metamorphic testing, A/B testing, back-to-back testing |
| ML Functional Performance Metrics | - Model evaluation and validation - Accuracy, precision, recall, F1-score |
| Using AI for Testing | - AI-assisted test generation and optimization - Defect prediction and analysis using AI |
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