NVIDIA NCA-GENM real exam prep : NVIDIA Generative AI Multimodal

  • Exam Code: NCA-GENM
  • Exam Name: NVIDIA Generative AI Multimodal
  • Updated: Nov 07, 2026
  • Q&As: 58 Questions and Answers

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NVIDIA NCA-GENM Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Data Analysis & Visualization10%- Data preprocessing and feature engineering
- Visualization techniques for multimodal data
Topic 2: Experimentation25%- Experimental design
- Hypothesis testing
- A/B testing
- Model evaluation and comparison
Topic 3: Trustworthy AI5%- Ensuring fairness and transparency
- Ethical considerations in AI development
Topic 4: Performance Optimization10%- Techniques for optimizing AI performance
- Monitoring and improving system efficiency
Topic 5: Multimodal Data15%- Handling and integrating text, image, and audio data
- Applications and use cases
Topic 6: Software Development & Engineering15%- Integration and deployment of multimodal AI systems
- Python libraries for multimodal AI
Topic 7: Core ML & AI Knowledge20%- Key algorithms and techniques
- Basic concepts and terminology

NVIDIA Generative AI Multimodal Sample Questions:

Question #1

In experimentation, how does data augmentation contribute to improving model accuracy?

  • A. It helps in increasing the size of the dataset, leading to better generalization of the model.
  • B. It reduces the complexity of the model, making it easier to train and evaluate.
  • C. It has no impact on model accuracy and is primarily used for data visualization purposes.
  • D. It improves the interpretability of the model by providing additional insights into the data.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #2

What advantage does multimodal learning have over unimodal learning?

  • A. It is easier to collect multimodal data than unimodal data.
  • B. It can capture more complex patterns and relationships in data.
  • C. It is more reliable than unimodal learning.
  • D. It requires fewer data samples for learning.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #3

What is the correct order of steps in an ML project?

  • A. Model evaluation, Data preprocessing, Model training, Data collection
  • B. Data preprocessing, Data collection, Model training, Model evaluation
  • C. Data collection, Data preprocessing, Model training, Model evaluation
  • D. Model evaluation, Data collection, Data preprocessing, Model training
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #4

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. More advanced natural language processing techniques to interpret radiology reports, ignoring the MRI scans' diagnostic value.
  • B. Directly combining MRI scans and radiology reports into a single input stream without preprocessing or modality-specific adjustments.
  • 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.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #5

How does CLIP understand the content of both text and images?

  • A. Through a database of predefined images with their descriptions.
  • B. Using contrastive learning to match images with text descriptions.
  • C. By converting text and images into a frequency domain for comparison.
  • D. By translating images into text and comparing them with the prompt.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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