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NVIDIA Generative AI Multimodal Sample Questions (Q88-Q93):
NEW QUESTION # 88
You are building a Generative A1 model that generates captions for images. You want to evaluate the quality of the generated captions.
Which evaluation metrics are MOST suitable for this task?
- A. Cosine Similarity and Euclidean Distance.
- B. Accuracy and Precision.
- C. Mean Squared Error (MSE) and Root Mean Squared Error (RMSE).
- D. Fl-score and AUC.
- E. BLEU, ROUGE, and CIDEr.
Answer: E
Explanation:
BLEU, ROUGE, and CIDEr are standard metrics used for evaluating the quality of generated text, particularly in image captioning and machine translation. These metrics compare the generated captions to reference captions and measure the similarity in terms of n-grams, word overlap, and other features. Other options are used for Classification problems (Accuracy Precision, Fl-score, AUC) and Regression Problems (MSE, RMSE).
NEW QUESTION # 89
Consider a scenario where you are building a multimodal model to generate realistic indoor scenes. You have access to text descriptions of the scene, 3D models of furniture, and ambient sound recordings. Which of the following loss functions would be most appropriate to ensure coherence and realism in the generated scenes?
- A. KL Divergence loss between the generated sound and the input text.
- B. Cross-entropy loss for classifying different object categories in the scene.
- C. Cosine similarity loss between the generated image and the input 3D models.
- D. A combination of adversarial loss (GAN) to ensure realism, a perceptual loss to match high-level features, and a semantic consistency loss to align the generated image with the input text description.
- E. Mean Squared Error (MSE) between the generated image and a reference image.
Answer: D
Explanation:
A combination of adversarial loss, perceptual loss, and semantic consistency loss provides the best approach. Adversarial loss enhances realism, perceptual loss focuses on high-level feature matching, and semantic consistency loss aligns the generated image with the input text, ensuring a coherent and realistic scene.
NEW QUESTION # 90
You are working with a multimodal model that combines text and video data for action recognition. The text data consists of descriptions of the actions, and the video data consists of sequences of frames. You want to fuse these modalities at a late fusion stage. Which of the following approaches BEST describes late fusion?
- A. Concatenating the raw pixel values of video frames with the word embeddings of the text descriptions.
- B. Applying attention mechanisms to weigh different parts of the text and video data before feeding them into a shared model.
- C. Training separate models for text and video data and concatenating their learned feature representations before feeding them into a final classifier.
- D. Training a single model with both text and video data as input and using a shared embedding space.
- E. Training separate models for text and video data and averaging their predictions.
Answer: C
Explanation:
Late fusion involves processing each modality separately to obtain feature representations and then combining these representations at a later stage, typically by concatenation or averaging, before making a final prediction. Averaging predictions (option B) is a specific type of late fusion. Concatenating raw pixel values and word embeddings (option A) is an example of early fusion. Training a single model with a shared embedding space (option C) is also closer to early or intermediate fusion. Attention mechanisms can be used in various fusion strategies but do not define late fusion specifically.
NEW QUESTION # 91
You have developed a multimodal model that predicts stock prices using news articles (text), historical stock data (time-series), and company financial reports (tabular data). You want to deploy this model using NVIDIA Triton Inference Server. Assume you have preprocessed the data and have individual models for each modality. What is the recommended approach to configure Triton for efficient and scalable multimodal inference?
- A. Deploy the text model using ONNX Runtime, the time-series model using TensorFlow, and the tabular data model using PyTorch, and handle fusion manually.
- B. Deploy each modality-specific model as a separate Triton model and use a load balancer to distribute requests across the models.
- C. Convert all models to TensorRT for maximum inference speed, even if it compromises accuracy due to quantization.
- D. Deploy each modality-specific model as a separate Triton model and handle the fusion logic in the client application.
- E. Create a single Triton model that encapsulates the entire multimodal pipeline, including preprocessing, individual modality models, and fusion logic, using the Ensemble Modeling feature.
Answer: E
Explanation:
Using Triton's Ensemble Modeling feature (B) is the most efficient approach. It allows you to define a pipeline that includes preprocessing, individual modality models, and fusion logic within a single Triton model, simplifying deployment and management. This approach optimizes inter-model communication and reduces client-side overhead.
NEW QUESTION # 92
You are evaluating two different generative A1 model architectures (Model A and Model B) for image generation. You use the Frechet Inception Distance (FID) score as your primary evaluation metric. Model A has a lower FID score than Model B. Which of the following statements are MOST accurate regarding the interpretation of the FID scores? (Select TWO)
- A. Model B necessarily has better performance on downstream tasks using the generated images.
- B. Model B generates images that are more diverse than Model A.
- C. Model A generates images that are more visually appealing to human observers.
- D. Model A is less likely to suffer from mode collapse than Model B.
- E. Model A generates images that have a distribution more similar to the real image distribution used for calculating the FID score.
Answer: D,E
Explanation:
A lower FID score indicates that the generated images are statistically more similar to the real images (B). It also suggests that Model A is less prone to mode collapse (D), as it captures the data distribution better. FID score doesn't guarantee visual appeal (A) or better performance on downstream tasks (E). Diversity (C) isn't directly implied by a lower FID score alone.
NEW QUESTION # 93
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