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| Section | Weight | Objectives |
|---|---|---|
| Core Machine Learning and AI Knowledge | 20% | - Generative AI principles and techniques - Neural network architectures relevant to multimodal systems - Fundamental concepts of machine learning and deep learning |
| Performance Optimization | 10% | - Model efficiency and inference optimization - Scalability and deployment considerations - Hardware acceleration with NVIDIA platforms |
| Trustworthy AI | 5% | - Reliability, fairness, and safety in generative systems - Ethical considerations and responsible use - Robustness and error mitigation |
| Data Analysis and Visualization | 10% | - Interpretation of generative AI outputs - Visualization techniques for model behavior and results - Analyzing multimodal datasets and outputs |
| Experimentation | 25% | - Experiment design and methodology - Metrics and validation strategies for generative models - Model training, fine-tuning, and evaluation |
| Multimodal Data | 15% | - Characteristics of text, image, and audio data - Multimodal model architectures and integration - Data preprocessing, fusion, and representation |
| Software Development and Engineering | 15% | - Best practices for building and maintaining systems - Libraries, frameworks, and tools for multimodal AI - Development workflows for generative AI applications |
Which of the following best describes the role of machine learning in handling multimodal data?
Correct Answer: B 🗳️
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What is a main application of Triton Inference Server?
Correct Answer: D 🗳️
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How does the batch size influence VRAM consumption during inference with ML models on GPUs?
Correct Answer: A 🗳️
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In LLM evaluation, what does "zero-shot learning" refer to?
Correct Answer: C 🗳️
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Which technique is commonly used to speed up AI model training and inference on hardware accelerators?
Correct Answer: D 🗳️
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