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NVIDIA NCA-GENM Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Software Development and Engineering | 15% | - Development workflows for generative AI applications - Libraries, frameworks, and tools for multimodal AI - Best practices for building and maintaining systems |
| Topic 2: Trustworthy AI | 5% | - Robustness and error mitigation - Reliability, fairness, and safety in generative systems - Ethical considerations and responsible use |
| Topic 3: 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 4: Experimentation | 25% | - Metrics and validation strategies for generative models - Model training, fine-tuning, and evaluation - Experiment design and methodology |
| Topic 5: Multimodal Data | 15% | - Multimodal model architectures and integration - Data preprocessing, fusion, and representation - Characteristics of text, image, and audio data |
| Topic 6: Performance Optimization | 10% | - Hardware acceleration with NVIDIA platforms - Model efficiency and inference optimization - Scalability and deployment considerations |
| Topic 7: Data Analysis and Visualization | 10% | - Visualization techniques for model behavior and results - Analyzing multimodal datasets and outputs - Interpretation of generative AI outputs |
NVIDIA Generative AI Multimodal Sample Questions:
1. Which technique involves leveraging pre-trained models to achieve efficient results with less data and computation?
A) State management and composition
B) Transfer learning
C) Prompt engineering
D) Neural network integration
2. Which metric is commonly used to evaluate machine-translation models?
A) Accuracy
B) Mean Absolute Error (MAE)
C) F1 score
D) BLEU score
3. 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) Bar chart
B) Scatter plot
C) Line chart
D) Pie chart
4. Which of the following is a disadvantage of the ReLU activation function?
A) It is not suitable for deep neural networks.
B) It is prone to vanishing gradient problem.
C) It can cause dead neurons.
D) It is computationally expensive.
5. In a Generative Adversarial Network (GAN), what is the role of the discriminator?
A) To distinguish between real and generated data.
B) To generate new data based on the training set.
C) To calculate the loss function and update the generator.
D) To optimize the training process.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: C | Question # 5 Answer: A |
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