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NCA-GENM Q&A - in .pdf
- Exam Code: NCA-GENM
- Exam Name: NVIDIA Generative AI Multimodal
- Updated: Sep 29, 2026
- Q & A: 58 Questions and Answers
- Convenient, easy to study.
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- Updated: Sep 29, 2026
- Q & A: 58 Questions and Answers
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- Exam Code: NCA-GENM
- Exam Name: NVIDIA Generative AI Multimodal
- Updated: Sep 29, 2026
- Q & A: 58 Questions and Answers
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NVIDIA NCA-GENM Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Analysis and Visualization | 10% | - Analyzing multimodal datasets and outputs - Visualization techniques for model behavior and results - Interpretation of generative AI outputs |
| Experimentation | 25% | - Model training, fine-tuning, and evaluation - Experiment design and methodology - Metrics and validation strategies for generative models |
| Core Machine Learning and AI Knowledge | 20% | - Generative AI principles and techniques - Fundamental concepts of machine learning and deep learning - Neural network architectures relevant to multimodal systems |
| Multimodal Data | 15% | - Multimodal model architectures and integration - Data preprocessing, fusion, and representation - Characteristics of text, image, and audio data |
| Trustworthy AI | 5% | - Reliability, fairness, and safety in generative systems - Ethical considerations and responsible use - Robustness and error mitigation |
| Software Development and Engineering | 15% | - Libraries, frameworks, and tools for multimodal AI - Best practices for building and maintaining systems - Development workflows for generative AI applications |
| Performance Optimization | 10% | - Scalability and deployment considerations - Hardware acceleration with NVIDIA platforms - Model efficiency and inference optimization |
NVIDIA Generative AI Multimodal Sample Questions:
Question #1
What is the role of CLIP (Contrastive Language-Image Pretraining) in text-to-image generation?
- A. CLIP is used to generate image captions from textual input.
- B. CLIP provides a common embedding space for both the textual and image modalities.
- C. CLIP is used to convert textual input into image embeddings.
- D. CLIP is used to enhance datasets through data augmentation for text-to-image generation.
Correct Answer: B 🗳️
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Question #2
In experimentation, how does data augmentation contribute to improving model accuracy?
- A. It has no impact on model accuracy and is primarily used for data visualization purposes.
- B. It helps in increasing the size of the dataset, leading to better generalization of the model.
- C. It reduces the complexity of the model, making it easier to train and evaluate.
- D. It improves the interpretability of the model by providing additional insights into the data.
Correct Answer: B 🗳️
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Question #3
Which technique involves leveraging pre-trained models to achieve efficient results with less data and computation?
- A. Prompt engineering
- B. Transfer learning
- C. Neural network integration
- D. State management and composition
Correct Answer: B 🗳️
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Question #4
What does mixed-precision training refer to?
- A. Training a model using diverse data types while addressing challenges related to missing or incomplete information.
- B. Training a model using multiple precision levels, such as using both single-precision and double- precision floating-point numbers.
- C. Training a model using incomplete or missing information from different modalities.
- D. Training a model using different types of data, such as text, images, audio, time series, and geospatial information.
Correct Answer: B 🗳️
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Question #5
In a Generative Adversarial Network (GAN), what is the role of the discriminator?
- A. To calculate the loss function and update the generator.
- B. To optimize the training process.
- C. To generate new data based on the training set.
- D. To distinguish between real and generated data.
Correct Answer: D 🗳️
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