Exam Name: NVIDIA Generative AI Multimodal
Certification Provider: NVIDIA
Corresponding Certification: NVIDIA-Certified Associate
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Updated: Oct 02, 2026
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NVIDIA NCA-GENM Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Core Machine Learning and AI Knowledge | 20% | - Generative AI principles and techniques - Fundamental concepts of machine learning and deep learning - Neural network architectures relevant to multimodal systems |
| Topic 2: Software Development and Engineering | 15% | - Libraries, frameworks, and tools for multimodal AI - Development workflows for generative AI applications - Best practices for building and maintaining systems |
| Topic 3: Experimentation | 25% | - Model training, fine-tuning, and evaluation - Experiment design and methodology - Metrics and validation strategies for generative models |
| Topic 4: Performance Optimization | 10% | - Model efficiency and inference optimization - Scalability and deployment considerations - Hardware acceleration with NVIDIA platforms |
| Topic 5: Multimodal Data | 15% | - Characteristics of text, image, and audio data - Multimodal model architectures and integration - Data preprocessing, fusion, and representation |
| Topic 6: Trustworthy AI | 5% | - Robustness and error mitigation - Reliability, fairness, and safety in generative systems - Ethical considerations and responsible use |
| Topic 7: Data Analysis and Visualization | 10% | - Interpretation of generative AI outputs - Visualization techniques for model behavior and results - Analyzing multimodal datasets and outputs |
NVIDIA Generative AI Multimodal Sample Questions:
What does 'modality alignment' refer to?
- A. Aligning different modalities within multimodal data to ensure meaningful connections and associations.
- B. Addressing challenges related to missing or incomplete information across different modalities.
- C. The process of integrating diverse data types such as text, images, audio, time series, and geospatial information.
- D. The integration of pretrained models to perform custom tasks involving different types of data.
Correct Answer: A 🗳️
Explanation: Only visible for Lead1Pass members. You can sign-up / login (it's free).
In experimentation, how does data augmentation contribute to improving model accuracy?
- A. It has no impact on model accuracy and is primarily used for data visualization purposes.
- B. It reduces the complexity of the model, making it easier to train and evaluate.
- C. It improves the interpretability of the model by providing additional insights into the data.
- D. It helps in increasing the size of the dataset, leading to better generalization of the model.
Correct Answer: D 🗳️
Explanation: Only visible for Lead1Pass members. You can sign-up / login (it's free).
What is a common method to reduce the computational cost of deep learning models during inference?
- A. Adding more convolutional filters.
- B. Pruning weights or neurons.
- C. Increasing the batch size.
- D. By replacing activation functions in some neurons with simpler ones.
Correct Answer: B 🗳️
Explanation: Only visible for Lead1Pass members. You can sign-up / login (it's free).
In the development of Trustworthy AI, what is the significance of 'Certification' as a principle?
- A. It requires AI systems to be developed with an ethical consideration for societal impacts.
- B. It mandates that AI models comply with relevant laws and regulations specific to their deployment region and industry.
- C. It ensures that AI systems are transparent in their decision-making processes.
- D. It involves verifying that AI models are fit for their intended purpose according to regional or industry- specific standards.
Correct Answer: D 🗳️
Explanation: Only visible for Lead1Pass members. You can sign-up / login (it's free).
You have a dataset containing information about sales performance for different regions in the last ten years.
Which type of data visualization would be most appropriate to compare the sales performance across regions on a year-by-year basis?
- A. Pie chart
- B. Line chart
- C. Scatter plot
- D. Bar chart
Correct Answer: A 🗳️
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