NVIDIA Generative AI Multimodal: NCA-GENM Exam

"NVIDIA Generative AI Multimodal", also known as NCA-GENM exam, is a NVIDIA Certification. With the complete collection of questions and answers, PrepPDF has assembled to take you through 403 Q&As to your NCA-GENM Exam preparation. In the NCA-GENM exam resources, you will cover every field and category in NVIDIA-Certified Associate Certification helping to ready you for your successful NVIDIA Certification.

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  • Exam Code: NCA-GENM
  • Exam Name: NVIDIA Generative AI Multimodal
  • Certification Provider: NVIDIA
  • Corresponding Certification: NVIDIA-Certified Associate
  • Updated: Jul 07, 2026
  • No. of Questions: 403 Questions & Answers with Testing Engine
  • Download Limit: Unlimited

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NVIDIA Generative AI Multimodal Sample Questions:

1. You are integrating a generative A1 model into a client's existing software infrastructure. The client is concerned about data privacy and security. What steps should you take during data gathering, deployment, and integration to address these concerns, while also using NVIDIA tools effectively?
Select all that apply:

A) Deploy the generative A1 model on-premises within the client's secure network, using Triton Inference Server to ensure controlled access and prevent data leakage.
B) Implement federated learning, training the generative A1 model on the client's data in a distributed manner without directly accessing or transferring the raw data. Use NVIDIA FLARE for orchestrating the federated learning process.
C) Implement differential privacy techniques during data collection and model training to protect sensitive information. Leverage NVIDIA's Merlin framework for privacy-preserving data preprocessing.
D) Only utilize pre-trained open-source models
E) Avoid using any client data for training the generative A1 model, instead relying on publicly available datasets to minimize privacy risks.


2. You are tasked with optimizing a multimodal A1 model that processes both images and text. You observe significant latency during the image encoding phase using a pre-trained ResNet50 model. Which of the following techniques would be MOST effective in reducing latency while preserving accuracy, considering energy efficiency?

A) Use full precision floating point operations throughout the ResNet50 model.
B) Disable GPU acceleration for image processing to reduce power consumption.
C) Apply knowledge distillation, training a smaller, faster model to mimic the ResNet50 output.
D) Replace ResNet50 with a larger, more complex model like ResNeXt101.
E) Increase the batch size for image processing.


3. You are working on a project involving generating photorealistic images of human faces using a generative model. Ethical considerations are paramount. Which of the following practices are MOST important to incorporate into your development workflow to mitigate potential biases and misuse?

A) Focusing solely on improving the technical performance of the model, ignoring potential ethical concerns, and releasing the model as open-source to promote innovation.
B) Prioritizing speed and efficiency in the development process, neglecting to address potential biases, and deploying the model without conducting thorough testing or evaluation.
C) Training the model on a diverse and representative dataset, implementing mechanisms to detect and mitigate biases in the generated images, and providing transparency about the limitations and potential risks of the technology.
D) Using synthetic data for training to avoid any potential privacy concerns related to real-world data, ignoring potential biases in the synthetic data, and claiming that the model is completely unbiased.
E) Implementing strict controls over the types of images the model can generate, limiting its use to specific applications, and restricting access to the model to a small group of trusted individuals.


4. You are building a multimodal model to translate spoken language into sign language animations. You have audio recordings of spoken words and corresponding sign language video sequences. Which architecture would be most suitable for this task?

A) A convolutional neural network (CNN) for audio and another CNN for video, followed by a fully connected layer.
B) A support vector machine (SVM) to classify audio and video features.
C) A simple feedforward neural network.
D) A recurrent neural network (RNN) or Transformer network with attention mechanisms to capture the temporal dependencies in both the audio and video sequences, and a connectionist temporal classification (CTC) loss function for alignment.
E) A generative adversarial network (GAN) to generate realistic sign language animations.


5. You are building a multimodal generative AI model to create personalized travel itineraries based on user preferences. The input data consists of text reviews of hotels, images of landmarks, audio clips of local music, and time-series data of weather patterns. Which of the following data curation techniques are MOST critical to ensure the quality and coherence of the final itinerary?

A) Sentiment analysis of text reviews to rank hotels based on positive feedback.
B) Prioritizing the most recent reviews, regardless of their content.
C) All of the above.
D) Image captioning of landmarks to provide textual descriptions for the itinerary.
E) Temporal alignment of weather data with travel dates to suggest suitable activities.


Solutions:

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

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