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Last Updated: Aug 27, 2026
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NVIDIA NCA-GENM Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Software Development and Engineering | 15% | - Libraries, frameworks, and tools for multimodal AI - Best practices for building and maintaining systems - Development workflows for generative AI applications |
| Topic 2: Multimodal Data | 15% | - Data preprocessing, fusion, and representation - Multimodal model architectures and integration - Characteristics of text, image, and audio data |
| Topic 3: Experimentation | 25% | - Metrics and validation strategies for generative models - Experiment design and methodology - Model training, fine-tuning, and evaluation |
| Topic 4: Core Machine Learning and AI Knowledge | 20% | - Neural network architectures relevant to multimodal systems - Fundamental concepts of machine learning and deep learning - Generative AI principles and techniques |
| Topic 5: Performance Optimization | 10% | - Model efficiency and inference optimization - Hardware acceleration with NVIDIA platforms - Scalability and deployment considerations |
| Topic 6: Trustworthy AI | 5% | - Ethical considerations and responsible use - Reliability, fairness, and safety in generative systems - Robustness and error mitigation |
| Topic 7: Data Analysis and Visualization | 10% | - Analyzing multimodal datasets and outputs - Interpretation of generative AI outputs - Visualization techniques for model behavior and results |
NVIDIA Generative AI Multimodal Sample Questions:
Question 1
Which of the following best describes the role of machine learning in handling multimodal data?
A. To focus on textual data analysis.
B. To enable models to learn from and interpret diverse data types.
C. To eliminate the need for human intervention in data analysis.
D. To reduce the amount of data needed for accurate predictions.
Question 2
Hyperparameter tuning is used for what purpose in machine learning experimentation?
A. Selecting the best ML algorithm for a given task.
B. Selecting the optimal values for non-trainable parameters, such as learning rate or batch size.
C. Collecting and preprocessing data to improve the accuracy of the model.
D. Adjusting the weights and biases of a neural network to optimize its performance.
Question 3
In the transformer architecture, what is the purpose of positional encoding?
A. To add information about the order of each token in the input sequence.
B. To remove redundant information from the input sequence.
C. To encode the semantic meaning of each token in the input sequence.
D. To encode the importance of each token in the input sequence.
Question 4
You have been given a dataset with missing values. What is the first step you should take with the data?
A. Remove the rows with missing values.
B. Fill in the missing values with a default value.
C. Analyze the patterns and distribution of missing values.
D. Remove the columns with missing values.
Question 5
In LLM evaluation, what does "zero-shot learning" refer to?
A. A technique to reduce training time to zero
B. The model's ability to perform tasks it has not been explicitly trained on
C. The model's performance after extensive training
D. The model's ability to learn from zero examples
Solutions:
| Question 1 Answer: B | Question 2 Answer: B | Question 3 Answer: A | Question 4 Answer: C | Question 5 Answer: B |
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