NVIDIA NCA-GENM : NVIDIA Generative AI Multimodal

  • Exam Code: NCA-GENM
  • Exam Name: NVIDIA Generative AI Multimodal
  • Updated: Jun 17, 2026   Q&As: 403 Questions and Answers

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NVIDIA Generative AI Multimodal Sample Questions:

1. You are building a system that generates image captions from images and vice vers a. Which evaluation metric(s) are MOST appropriate to assess the quality of the generated content? (Select all that apply)

A) BLEU score
B) Accuracy
C) FID (Frechet Inception Distance)
D) ROUGE score
E) Inception Score


2. You're building a virtual assistant using NVIDIAAvatar Cloud Engine (ACE). You want the avatar to respond to user queries with realistic facial expressions and lip synchronization. Which ACE components are essential for achieving this?

A) Riva ASR, Riva TTS, Audi02Emotion, a 3D avatar model, and an animation engine.
B) Riva ASR, Riva TTS, and Audi02Emotion.
C) only Riva ASR and TTS.
D) Riva ASR, Riva TTS, Audi02Emotion, and a 3D avatar model.
E) Only a 3D avatar model.


3. You are working with a multimodal dataset containing images and corresponding text descriptions. You want to train a model to generate text descriptions for new images. You decide to use a transformer-based architecture with separate encoders for images and text. How should you effectively fuse the image and text representations to enable cross-modal interaction?

A) Multiply the final hidden states of the image and text encoders and feed them into a decoder.
B) Train the image and text encoders separately and then combine their outputs using a linear layer.
C) Use a cross-attention mechanism where the text decoder attends to the image encoder's hidden states and vice-versa.
D) Concatenate the final hidden states of the image and text encoders and feed them into a decoder.
E) Average the final hidden states of the image and text encoders and feed the result into a decoder.


4. You are working with a large dataset of images for training a generative model. The dataset contains a significant amount of noise and outliers. Which of the following data preprocessing techniques would be MOST effective in mitigating the impact of noise and outliers on the model's performance?

A) Using a robust statistics-based normalization technique (e.g., Z-score normalization with median and interquartile range).
B) Applying histogram equalization to all images.
C) Clipping pixel values to a specific range (e.g., [0, 255]).
D) Applying a Gaussian blur to all images.
E) Converting all images to grayscale.


5. You are building a system to generate captions for images. You want to evaluate how well the generated captions describe the content of the images. Which of the following metrics are most suitable for evaluating the quality of image captions?

A) BLEU (Bilingual Evaluation Understudy).
B) Inception Score.
C) Pixel Accuracy.
D) ROUGE (Recall-Oriented Understudy for Gisting Evaluation).
E) F 1-Score


Solutions:

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

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