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Updated: Oct 08, 2026
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NVIDIA NCA-GENM Exam Overview:
| Certification Vendor: | NVIDIA |
|---|---|
| Exam Name: | NVIDIA Generative AI Multimodal Certification Exam (NCA-GENM) |
| Exam Number: | NCA-GENM |
| Available Languages: | English |
| Exam Format: | Scenario-based questions, Multiple-choice |
| Real Exam Qty: | 50-60 |
| Certificate Validity Period: | 2 years |
| Exam Duration: | 60 minutes |
| Exam Price: | $125 USD |
| Related Certifications: | NVIDIA Certified Associate: Generative AI LLMs (NCA-GENL) |
| Recommended Training: | NVIDIA Deep Learning Institute (DLI) Courses |
| Exam Registration: | NVIDIA Certification Portal |
| Sample Questions: | NVIDIA NCA-GENM Sample Questions |
| Exam Way: | Online proctored exam (remote) |
| Pre Condition: | Basic understanding of generative AI and machine learning concepts is recommended; familiarity with Python and neural networks is helpful. |
| Official Syllabus URL: | https://www.nvidia.com/en-us/learn/certification/generative-ai-multimodal-associate/ |
NVIDIA NCA-GENM Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Generative AI Concepts | - Generative models
|
| Topic 2: Core AI and Machine Learning Fundamentals | - Machine learning basics
|
| Topic 3: Multimodal AI Systems | - Multimodal model design - Cross-modal learning
|
| Topic 4: Responsible and Trustworthy AI | - Bias and safety considerations - Ethical AI principles |
| Topic 5: NVIDIA AI Ecosystem | - NVIDIA tools and frameworks
|
NVIDIA Generative AI Multimodal Sample Questions:
Which of the following best describes the role of the Hugging Face model repository in ML software development?
- A. A set of NVIDIA SDKs, such as Riva, NeMo, Triton, and ACE, for implementing neural network architectures.
- B. A library for customizing large language models like GPT, LLaMA-2, and Falcon using the NeMo framework.
- C. A platform for sharing and accessing pre-trained models and transformers for natural language processing.
- D. A convenient tool for deploying neural networks for production-scale inference similar to Triton Server.
Correct Answer: C 🗳️
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What does 'modality alignment' refer to?
- A. The integration of pretrained models to perform custom tasks involving different types of data.
- B. The process of integrating diverse data types such as text, images, audio, time series, and geospatial information.
- C. Addressing challenges related to missing or incomplete information across different modalities.
- D. Aligning different modalities within multimodal data to ensure meaningful connections and associations.
Correct Answer: D 🗳️
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In the transformer architecture, what is the purpose of positional encoding?
- A. To encode the importance of each token in the input sequence.
- B. To remove redundant information from the input sequence.
- C. To add information about the order of each token in the input sequence.
- D. To encode the semantic meaning of each token in the input sequence.
Correct Answer: C 🗳️
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In the context of multimodal machine learning, what does 'data fusion' refer to?
- A. Separating different modalities of data into distinct representations.
- B. Evaluating the quality of diverse data types in multimodal machine learning.
- C. Combining different modalities of data into a single representation.
- D. Removing missing or incomplete information from different modalities.
Correct Answer: C 🗳️
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In large-language models, what is the purpose of the attention mechanism?
- A. To assign weights to each word in the input sequence.
- B. To capture the order of the words in the input sequence.
- C. To determine the order in which words are generated.
- D. To measure the importance of the words in the output sequence.
Correct Answer: A 🗳️
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