NVIDIA NCA-GENM dumps torrent : NVIDIA Generative AI Multimodal

  • Exam Code: NCA-GENM
  • Exam Name: NVIDIA Generative AI Multimodal
  • Updated: Aug 22, 2026     Q & A: 58 Questions and Answers

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NVIDIA NCA-GENM Exam Syllabus Topics:

SectionWeightObjectives
Data Analysis and Visualization10%- Visualization techniques for model behavior and results
- Interpretation of generative AI outputs
- Analyzing multimodal datasets and outputs
Trustworthy AI5%- Reliability, fairness, and safety in generative systems
- Ethical considerations and responsible use
- Robustness and error mitigation
Experimentation25%- Experiment design and methodology
- Model training, fine-tuning, and evaluation
- Metrics and validation strategies for generative models
Multimodal Data15%- Data preprocessing, fusion, and representation
- Characteristics of text, image, and audio data
- Multimodal model architectures and integration
Performance Optimization10%- Scalability and deployment considerations
- Hardware acceleration with NVIDIA platforms
- Model efficiency and inference optimization
Core Machine Learning and AI Knowledge20%- Generative AI principles and techniques
- Neural network architectures relevant to multimodal systems
- Fundamental concepts of machine learning and deep learning
Software Development and Engineering15%- Development workflows for generative AI applications
- Best practices for building and maintaining systems
- Libraries, frameworks, and tools for multimodal AI

NVIDIA Generative AI Multimodal Sample Questions:

1. How is the optimization of a multimodal model different from a unimodal model in terms of gradient vanishing?

A) Gradient vanishing is not a concern in either multimodal or unimodal models, as modern optimization techniques have overcome this issue.
B) Multimodal models have a higher risk of gradient vanishing compared to unimodal models, as the combination of multiple modalities increases the complexity of the model architecture.
C) Both multimodal and unimodal models have an equal risk of gradient vanishing, as the optimization process is independent of the number of modalities.
D) Unimodal models have a higher risk of gradient vanishing compared to multimodal models, as the focus on a single modality allows for better gradient flow and stability.


2. Which of the following is a disadvantage of the ReLU activation function?

A) It is not suitable for deep neural networks.
B) It is prone to vanishing gradient problem.
C) It can cause dead neurons.
D) It is computationally expensive.


3. In convolutional neural networks, we may use padding in both convolution and transposed convolution.
Which two (2) statements accurately describe padding in convolution and transposed convolution? Pick the 2 correct responses below.

A) Padding in convolution enables convolution operations on the boundary pixels of the input. In transposed convolution, it removes rows and columns along the perimeter of the input after it is expanded with stride.
B) Padding in convolution and transposed convolution serve the same purpose of reducing the convolutional neural network's memory requirement and computational cost of the convolutional neural network.
C) Padding in convolution is used only when the input image is smaller than the filter size, while padding in transposed convolution is used only when the input image is larger than the filter size.
D) Padding in convolution increases the spatial dimensions of the input feature map, while padding in transposed convolution decreases the spatial dimensions of the output feature maps.
E) In a convolution operation, padding is added to the output after it has been expanded with the stride. On the other hand, in a transposed convolution operation, padding is added to the input before it is expanded with stride.


4. Which of the following best describes the role of the Hugging Face model repository in ML software development?

A) A platform for sharing and accessing pre-trained models and transformers for natural language processing.
B) A convenient tool for deploying neural networks for production-scale inference similar to Triton Server.
C) A library for customizing large language models like GPT, LLaMA-2, and Falcon using the NeMo framework.
D) A set of NVIDIA SDKs, such as Riva, NeMo, Triton, and ACE, for implementing neural network architectures.


5. What does mixed-precision training refer to?

A) Training a model using different types of data, such as text, images, audio, time series, and geospatial 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 diverse data types while addressing challenges related to missing or incomplete information.


Solutions:

Question # 1
Answer: B
Question # 2
Answer: C
Question # 3
Answer: A,D
Question # 4
Answer: A
Question # 5
Answer: B

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