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NVIDIA NCA-GENM Exam Syllabus Topics:

SectionWeightObjectives
Core ML & AI Knowledge20%- Basic concepts and terminology
- Key algorithms and techniques
Performance Optimization10%- Techniques for optimizing AI performance
- Monitoring and improving system efficiency
Data Analysis & Visualization10%- Data preprocessing and feature engineering
- Visualization techniques for multimodal data
Software Development & Engineering15%- Python libraries for multimodal AI
- Integration and deployment of multimodal AI systems
Multimodal Data15%- Handling and integrating text, image, and audio data
- Applications and use cases
Trustworthy AI5%- Ensuring fairness and transparency
- Ethical considerations in AI development
Experimentation25%- Model evaluation and comparison
- Experimental design
- Hypothesis testing
- A/B testing

NVIDIA Generative AI Multimodal Sample Questions:

1. How is the optimization of a multimodal model different from a unimodal model in terms of gradient vanishing?

A) Both multimodal and unimodal models have an equal risk of gradient vanishing, as the optimization process is independent of the number of modalities.
B) Gradient vanishing is not a concern in either multimodal or unimodal models, as modern optimization techniques have overcome this issue.
C) Unimodal models have a higher risk of gradient vanishing compared to multimodal models, as the focus on a single modality allows for better gradient flow and stability.
D) Multimodal models have a higher risk of gradient vanishing compared to unimodal models, as the combination of multiple modalities increases the complexity of the model architecture.


2. Which framework is used for conversational AI models development?

A) NVIDIA DeepStream
B) NVIDIA Clara
C) NVIDIA Metropolis
D) NVIDIA NeMo


3. You are evaluating the performance of an AI model for facial recognition. What is an important consideration when evaluating the model for bias?

A) The model's processing speed in recognizing faces of different races.
B) The model's accuracy in recognizing individuals of different races.
C) The model's compatibility with different operating systems.
D) The model's ability to recognize various facial expressions.


4. In LLM evaluation, what does "zero-shot learning" refer to?

A) The model's ability to perform tasks it has not been explicitly trained on
B) A technique to reduce training time to zero
C) The model's performance after extensive training
D) The model's ability to learn from zero examples


5. In convolutional neural networks, we may use padding in both convolution and transposed convolution.
Which two (2) statements accurately describe padding in convolution and transposed convolution? Pick the 2 correct responses below.

A) Padding in convolution is used only when the input image is smaller than the filter size, while padding in transposed convolution is used only when the input image is larger than the filter size.
B) Padding in convolution and transposed convolution serve the same purpose of reducing the convolutional neural network's memory requirement and computational cost of the convolutional neural network.
C) Padding in convolution enables convolution operations on the boundary pixels of the input. In transposed convolution, it removes rows and columns along the perimeter of the input after it is expanded with stride.
D) In a convolution operation, padding is added to the output after it has been expanded with the stride. On the other hand, in a transposed convolution operation, padding is added to the input before it is expanded with stride.
E) Padding in convolution increases the spatial dimensions of the input feature map, while padding in transposed convolution decreases the spatial dimensions of the output feature maps.


Solutions:

Question # 1
Answer: D
Question # 2
Answer: D
Question # 3
Answer: B
Question # 4
Answer: A
Question # 5
Answer: C,E

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