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100% Pass Quiz NVIDIA - NCA-GENM - NVIDIA Generative AI Multimodal–The Best Latest Test Materials
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NVIDIA Generative AI Multimodal Sample Questions (Q301-Q306):
NEW QUESTION # 301
You are building a multimodal AI system that generates 3D models of furniture from text descriptions and a few 2D images of similar furniture pieces. The system uses separate encoders for text and images. You want to fuse the information from both modalities effectively. Which TWO of the following fusion techniques would be the most appropriate for this task, considering the different nature of the text and image data?
- A. Using a gating mechanism (e.g., a learned weight) to control the contribution of the text and image embeddings based on the input.
- B. Performing a simple average of the text and image embeddings.
- C. Applying element-wise addition of the text and image embeddings.
- D. Simple concatenation of the text and image embeddings before feeding them into the decoder.
- E. Using a cross-attention mechanism where the text embedding attends to the image features, and vice-versa, allowing the model to dynamically weight the importance of different parts of each modality.
Answer: A,E
Explanation:
Cross-attention (C) allows the model to dynamically learn the relationships between the text and image, highlighting relevant features from each modality- A gating mechanism (D) provides a learned way to control the contribution of each modality allowing the model to prioritize the more informative input Simple concatenation (A), addition (B), or averaging (E) are less sophisticated and might not effectively capture the complex interactions between the modalities.
NEW QUESTION # 302
You are working on a multimodal model for video captioning, where the model needs to generate captions describing the actions and events happening in a video. You notice that the model tends to focus only on the most salient objects in the scene and ignores subtle but important actions. Which of the following techniques can help the model attend to these subtle actions and generate more comprehensive captions?
- A. Decreasing the regularization strength.
- B. Increasing the learning rate during training.
- C. Using a larger batch size.
- D. Adding more layers to the LSTM or GRIJ used for sequence modeling.
- E. Implementing a hierarchical attention mechanism that first attends to relevant time steps and then to relevant regions within those time steps.
Answer: E
Explanation:
A hierarchical attention mechanism is the MOST appropriate technique. By first attending to relevant time steps (which might contain the subtle actions) and then attending to relevant regions within those time steps, the model can focus on the specific parts of the video that are most informative for describing the subtle actions. Increasing learning rate (A), using a larger batch size (B), adding more layers (D), and decreasing regularization strength (E) are unlikely to solve the problem of attending to subtle actions specifically. These can all improve performance, but they don't address the attention mechanism itself.
NEW QUESTION # 303
Consider the following code snippet that uses the NVIDIA cuBLAS library. Which statement best describes the purpose and potential benefits of this code?
- A.
- B.
- C.
- D.
- E.
Answer: A
Explanation:
The code uses the 'cublasSgemm' function, which is part of the NVIDIA cuBLAS library. cuBLAS is a GPU-accelerated library for performing basic linear algebra subroutines, including matrix multiplication. Using cuBLAS can significantly speed up matrix multiplication compared to CPU-based implementations.
NEW QUESTION # 304
You are fine-tuning a pre-trained large language model (LLM) for a specific text generation task using LoRA (Low-Rank Adaptation).
Which of the following statements accurately describes the benefits and limitations of using LoRA?
- A. LoRA is not compatible with model parallelism techniques.
- B. LoRA reduces the number of trainable parameters by inserting low-rank matrices into the original model layers, making fine-tuning more memory-efficient.
- C. LoRA can improve the accuracy of the fine-tuned model compared to full fine-tuning by preventing overfitting.
- D. A and B.
- E. LoRA allows for efficient task switching by only storing and loading the small LoRA parameters for different tasks, while keeping the original LLM weights frozen.
Answer: D
Explanation:
LoRA significantly reduces the number of trainable parameters, enabling more memory-efficient fine-tuning, especially for large models. It also facilitates efficient task switching as only the small LoRA parameters need to be stored and loaded for different tasks. While LoRA can help prevent overfitting compared to full fine-tuning, it doesn't guarantee improved accuracy. LoRA can be effectively combined with model parallelism.
NEW QUESTION # 305
You are tasked with integrating a CLIP model into your application to generate images based on text descriptions. You want to ensure that the generated images closely reflect the nuances of the text prompt. Which prompt engineering technique is MOST suitable for achieving this?
- A. Using prompts consisting only of keywords related to the desired image.
- B. Using overly verbose and descriptive prompts to maximize detail.
- C. Using negative prompts to explicitly exclude unwanted features or styles.
- D. Using short, concise prompts to minimize ambiguity.
- E. Using random prompts to explore the model's creative capabilities.
Answer: C
Explanation:
Negative prompting is a powerful technique where you specify what you don't want in the generated image. This helps refine the output and steer the model away from undesirable artifacts or styles. For example, specifying "a futuristic city, but without flying cars".
NEW QUESTION # 306
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