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NVIDIA NCA-GENM Exam Syllabus Topics:
Section
Objectives
Generative AI Concepts
- Generative models
1. Diffusion models
2. Transformers and LLM basics
Responsible and Trustworthy AI
- Bias and safety considerations
- Ethical AI principles
NVIDIA AI Ecosystem
- NVIDIA tools and frameworks
1. NeMo framework usage
2. GPU-accelerated AI workflows
Core AI and Machine Learning Fundamentals
- Machine learning basics
1. Neural networks fundamentals
2. Supervised and unsupervised learning
Multimodal AI Systems
- Multimodal model design
- Cross-modal learning
1. Text-image integration
2. Audio-visual understanding
NVIDIA Generative AI Multimodal Sample Questions:
Which technique is commonly used to speed up AI model training and inference on hardware accelerators?
Explanation: Only visible for PrepAwayETE members. You can sign-up / login (it's free).
Assume you need to implement a multimodal pipeline to diagnose brain cancer type using MRI scans and their corresponding radiology reports. What do you need to include in the ablation study?
A. Directly combining MRI scans and radiology reports into a single input stream without preprocessing or modality-specific adjustments.
B. More advanced natural language processing techniques to interpret radiology reports, ignoring the MRI scans' diagnostic value.
C. Implementing separate unimodal pipelines for each modality to ensure the data is informative and the model design is accurate.
D. Training a deep learning model using the images in the dataset to find outliers and enhancing the quality of MRI scans using image processing techniques.
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