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NVIDIA NCA-GENM Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Performance Optimization | 10% | - Hardware acceleration with NVIDIA platforms - Scalability and deployment considerations - Model efficiency and inference optimization |
| Software Development and Engineering | 15% | - Development workflows for generative AI applications - Best practices for building and maintaining systems - Libraries, frameworks, and tools for multimodal AI |
| Multimodal Data | 15% | - Multimodal model architectures and integration - Data preprocessing, fusion, and representation - Characteristics of text, image, and audio data |
| Core Machine Learning and AI Knowledge | 20% | - Generative AI principles and techniques - Neural network architectures relevant to multimodal systems - Fundamental concepts of machine learning and deep learning |
| Data Analysis and Visualization | 10% | - Visualization techniques for model behavior and results - Analyzing multimodal datasets and outputs - Interpretation of generative AI outputs |
| Experimentation | 25% | - Experiment design and methodology - Model training, fine-tuning, and evaluation - Metrics and validation strategies for generative models |
| Trustworthy AI | 5% | - Ethical considerations and responsible use - Robustness and error mitigation - Reliability, fairness, and safety in generative systems |
NVIDIA Generative AI Multimodal Sample Questions:
Question 1
Which visualization technique is suitable for representing the distribution of performance scores for different multimodal ML models over different modalities?
A. Histogram
B. Heatmap
C. Pie chart
D. Box plot
Question 2
In the development of Trustworthy AI, what is the significance of 'Certification' as a principle?
A. It involves verifying that AI models are fit for their intended purpose according to regional or industry- specific standards.
B. It requires AI systems to be developed with an ethical consideration for societal impacts.
C. It ensures that AI systems are transparent in their decision-making processes.
D. It mandates that AI models comply with relevant laws and regulations specific to their deployment region and industry.
Question 3
Which metric is commonly used to evaluate machine-translation models?
A. F1 score
B. Accuracy
C. BLEU score
D. Mean Absolute Error (MAE)
Question 4
Which of the following best describes the purpose of GAN (Generative Adversarial Networks)?
A. To optimize search algorithms for faster data retrieval.
B. To optimize decision-making processes based on historical data.
C. To produce new data that is similar to the training data.
D. To classify and categorize data based on patterns and features.
Question 5
In ML applications, which machine learning algorithm is commonly used for creating new data based on existing data?
A. K-means clustering
B. Decision tree
C. Generative adversarial network (GAN)
D. Support vector machine (SVM)
Solutions:
| Question 1 Answer: D | Question 2 Answer: A | Question 3 Answer: C | Question 4 Answer: C | Question 5 Answer: C |
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