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NVIDIA NCA-GENM Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Multimodal AI Systems | - Multimodal model design - Cross-modal learning
|
| Responsible and Trustworthy AI | - Bias and safety considerations - Ethical AI principles |
| NVIDIA AI Ecosystem | - NVIDIA tools and frameworks
|
| Generative AI Concepts | - Generative models
|
| Core AI and Machine Learning Fundamentals | - Machine learning basics
|
NVIDIA Generative AI Multimodal Sample Questions:
Question 1
In the context of multimodal machine learning, what does 'data fusion' refer to?
A. Evaluating the quality of diverse data types in multimodal machine learning.
B. Removing missing or incomplete information from different modalities.
C. Combining different modalities of data into a single representation.
D. Separating different modalities of data into distinct representations.
Question 2
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 learn from zero examples
C. The model's performance after extensive training
D. The model's ability to perform tasks it has not been explicitly trained on
Question 3
In the transformer architecture, what is the purpose of positional encoding?
A. To encode the semantic meaning of each token in the input sequence.
B. To encode the importance of each token in the input sequence.
C. To add information about the order of each token in the input sequence.
D. To remove redundant information from the input sequence.
Question 4
Which framework is used for conversational AI models development?
A. NVIDIA Clara
B. NVIDIA NeMo
C. NVIDIA DeepStream
D. NVIDIA Metropolis
Question 5
You are tasked with developing an image processing model using machine learning. You need to classify thousands of labeled images of cats and dogs. Which algorithm is commonly used for image classification?
A. Linear Regression
B. K-Means Clustering
C. Convolutional Neural Networks (CNN)
D. Decision Trees
Solutions:
| Question 1 Answer: C | Question 2 Answer: D | Question 3 Answer: C | Question 4 Answer: B | Question 5 Answer: C |
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