NVIDIA NCA-GENM dumps - in .pdf

NCA-GENM pdf
  • Exam Code: NCA-GENM
  • Exam Name: NVIDIA Generative AI Multimodal
  • Updated: Jun 14, 2026
  • Q & A: 403 Questions and Answers
  • PDF Price: $59.99
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  • Exam Code: NCA-GENM
  • Exam Name: NVIDIA Generative AI Multimodal
  • Updated: Jun 14, 2026
  • Q & A: 403 Questions and Answers
  • PDF Version + PC Test Engine + Online Test Engine
  • Value Pack Total: $119.98  $79.99
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NVIDIA NCA-GENM dumps - Testing Engine

NCA-GENM Testing Engine
  • Exam Code: NCA-GENM
  • Exam Name: NVIDIA Generative AI Multimodal
  • Updated: Jun 14, 2026
  • Q & A: 403 Questions and Answers
  • Software Price: $59.99
  • Testing Engine

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NVIDIA Generative AI Multimodal Sample Questions:

1. You have trained a multimodal model to generate descriptions for recipes, using images of the finished dish as one modality and a list of ingredients as another. When evaluating the generated descriptions, you notice the descriptions are factually correct in terms of ingredients but often fail to capture the stylistic nuances or tone of professionally written recipes. Which evaluation strategy would provide the most insightful feedback on this aspect of the model's performance?

A) Measure the perplexity of the generated descriptions using a language model trained on a corpus of recipe books.
B) Use a pre-trained language model to assess the fluency and coherence of the generated descriptions.
C) Conduct a human evaluation where individuals rate the generated descriptions based on factors such as informativeness, clarity, and stylistic appropriateness.
D) Compute the ROUGE score between the generated descriptions and a set of reference recipes.
E) Calculate the BLEU score between the generated descriptions and a set of reference recipes.


2. You're evaluating the performance of a video captioning model. The model generates captions for video clips. You notice that while the captions are generally accurate, they often lack detail and creativity. Which metric(s) would be MOST suitable for assessing the diversity and originality of the generated captions? (Select all that apply)

A) CIDEr (Consensus-based Image Description Evaluation)
B) BLEU (Bilingual Evaluation Understudy)
C) SPICE (Semantic Propositional Image Caption Evaluation)
D) Self-BLEU
E) ROUGE (Recall-Oriented Understudy for Gisting Evaluation)


3. Consider a multimodal dataset containing text, images, and corresponding GPS coordinates. You want to build a model that predicts the sentiment of a social media post based on this dat a. Which of the following data preprocessing steps are crucial to ensure the model's performance and prevent data leakage?

A) Randomly shuffle the entire dataset before splitting it into training, validation, and test sets.
B) Standardize the GPS coordinates (latitude and longitude) using a scaler fitted only on the training data.
C) Resize all images to a uniform size.
D) Split the dataset into training, validation, and test sets based on time to avoid leakage of future information into the training set.
E) Normalize all text data to lowercase and remove punctuation.


4. When training a Variational Autoencoder (VAE) for generating new data points, which of the following objectives does the VAE optimize?

A) Minimizing the Kullback-Leibler (KL) divergence between the learned latent distribution and a prior distribution (e.g., a Gaussian distribution).
B) Maximizing the similarity between the input data and the reconstructed data.
C) Only A and B.
D) All of the above.
E) Maximizing the likelihood of the input data given the latent representation.


5. You are training a Generative Adversarial Network (GAN) to generate realistic images. After several epochs, you observe that the generator is consistently producing similar images, regardless of the input noise. This phenomenon is known as:

A) Underfitting
B) Overfitting
C) Mode collapse
D) Vanishing gradients
E) Exploding gradients


Solutions:

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

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