NVIDIA NCA-GENM Q&A - in .pdf

  • NCA-GENM pdf
  • Exam Code: NCA-GENM
  • Exam Name: NVIDIA Generative AI Multimodal
  • Updated: Jun 28, 2026
  • Q & A: 403 Questions and Answers
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  • Exam Code: NCA-GENM
  • Exam Name: NVIDIA Generative AI Multimodal
  • Updated: Jun 28, 2026
  • Q & A: 403 Questions and Answers
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NVIDIA Generative AI Multimodal Sample Questions:

1. You are building a Generative A1 model that generates captions for images. You want to evaluate the quality of the generated captions.
Which evaluation metrics are MOST suitable for this task?

A) Cosine Similarity and Euclidean Distance.
B) Accuracy and Precision.
C) Fl-score and AUC.
D) Mean Squared Error (MSE) and Root Mean Squared Error (RMSE).
E) BLEU, ROUGE, and CIDEr.


2. You are building a multimodal AI system that generates 3D models of furniture from text descriptions and a few 2D images of similar furniture pieces. The system uses separate encoders for text and images. You want to fuse the information from both modalities effectively. Which TWO of the following fusion techniques would be the most appropriate for this task, considering the different nature of the text and image data?

A) Simple concatenation of the text and image embeddings before feeding them into the decoder.
B) Applying element-wise addition of the text and image embeddings.
C) Performing a simple average of the text and image embeddings.
D) Using a cross-attention mechanism where the text embedding attends to the image features, and vice-versa, allowing the model to dynamically weight the importance of different parts of each modality.
E) Using a gating mechanism (e.g., a learned weight) to control the contribution of the text and image embeddings based on the input.


3. Consider the following Python code snippet using Triton Inference Server's Python client. The code intends to send a request to a model that expects two input tensors: 'input_image' (shape: [1, 3, 224, 224], datatype: FP32) and 'input_text' (shape: [1 ,], datatype: BYTES). Identify potential issues in this code that could prevent successful inference.

A) All of the above.
B) The model name and input/output names must be specified, but they are missing in the code.
C) The function is used incorrectly; it should directly accept the Triton datatype string (e.g., 'FP32').
D) The input data for 'input_text' needs to be encoded to bytes using UTF-8 encoding before being passed to Triton.
E) The data is not converted to the appropriate NumPy datatype before being sent to Triton.


4. You're training a VQA (Visual Question Answering) model. During evaluation, you notice the model performs well on common object recognition tasks but struggles with questions requiring reasoning about object relationships or scene understanding. What are the MOST effective strategies to improve the model's performance on these complex reasoning tasks? (Choose two)

A) Train the model on a larger dataset with more diverse and complex questions/answers.
B) Replace the LSTM with a simpler RNN in the question encoder.
C) Use a more sophisticated attention mechanism that attends to relevant image regions based on the question.
D) Increase the size of the image embedding.
E) Decrease the learning rate.


5. Which of the following are valid techniques for fusing multimodal data?

A) All of the above except D.
B) Early Fusion
C) Just Fusion
D) Late Fusion
E) Intermediate Fusion


Solutions:

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

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