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NVIDIA-Certified Associate: Generative AI Multimodal NCA-GENM

100 real NVIDIA NCA-GENM questions with answers checked by certified engineers. Start free, upgrade when you are ready.

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Questions
100
Exam code
NCA-GENM
Last updated
Oct 10, 2026
Language
English
Certification
NVIDIA-Certified Associate: Generative AI Multimodal
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NCA-GENM sample questions

2 questions from the NCA-GENM practice set, with the answer and explanation.

  1. Question 1
    A team wants a model that places images and text captions in one shared embedding space so that a photo can be matched to the most relevant sentence. Which pretraining objective is most closely associated with this goal?
    • A.
      Contrastive image-text pretraining as used by CLIP
    • B.
      Next-token prediction on text alone
    • C.
      Pixel-level autoencoder reconstruction only
    • D.
      Reinforcement learning from human feedback on chat logs
    Show answer

    Correct answer:

    • A.
      Contrastive image-text pretraining as used by CLIP

    Explanation

    CLIP trains an image encoder and a text encoder so matching pairs have high cosine similarity while mismatched pairs are pushed apart. Next-token prediction trains a language model on text without any image alignment, which is the tempting text-only choice. Pixel reconstruction and reinforcement learning do not produce a shared image-text space by design.
  2. Question 2
    CLIP is trained with a contrastive objective that aligns image embeddings with their matching text embeddings.
    • A.
      True
    • B.
      False
    Show answer

    Correct answer:

    • A.
      True

    Explanation

    CLIP trains paired image and text encoders so that matching pairs score highly in similarity while non-matching pairs score lower. That description matches the statement, so it is true.
Exam detail

About NVIDIA NCA-GENM

Related Practice Questions

We help aspirants prepare for the NVIDIA certification exam without spending money on preparation materials. Many candidates download the NCA-GENM NVIDIA-Certified Associate: Generative AI Multimodal practice questions PDF here. You can easily download NVIDIA NCA-GENM PDF practice questions for free. If you have any questions about the exam product, you can view the comments. You can also publish comments about NCA-GENM exam questions in PDF format.
FAQ

NCA-GENM FAQ

What is the NVIDIA NCA-GENM exam?

NCA-GENM is the NVIDIA-Certified Associate: Generative AI Multimodal exam.

How many questions are in the NCA-GENM practice set?

The full NCA-GENM practice set has 100 questions with answers.

Can I try NCA-GENM practice questions for free?

Yes. This page has 2 free NCA-GENM PDF files shared by other candidates, and a free online test engine where you can answer NCA-GENM questions in your browser. No account is needed.

What formats are the NCA-GENM practice questions available in?

NCA-GENM practice questions are available in these formats: PDF and Online Practice Exam. You can also get them together in a bundle.

How much does NCA-GENM practice material cost?

NCA-GENM practice material starts from $49 USD.

Are these the actual NCA-GENM exam questions?

No. They are exam-style practice questions written from the official NCA-GENM exam objectives, not actual exam content.

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