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NEW QUESTION # 175
You are working with a large dataset of images to train a Generative A1 model. You suspect that some images are corrupted or of poor quality, which could negatively impact training. Which of the following methods would be the MOST effective in identifying and removing these problematic images?
Answer: B,C,D
Explanation:
Checking file integrity to remove corruption images is an important first step. Computing Image Sharpness is an effective way to programmatically identify and filter blur or out-of-focus Images. Using pre-trained image assessment models is another advanced and automativ approach to identifying and removing images of low quality, even if they are not overtly corrupted. Manually checking would take too long. Average pixel intensity is often useful to filter.
NEW QUESTION # 176
You have a multimodal model combining video and text data for action recognition. The model performs well on standard datasets but struggles with videos containing unusual camera angles or lighting conditions. Which data augmentation strategy would be MOST effective in improving the model's robustness?
Answer: C
Explanation:
Applying random rotations, flips, and color jittering directly addresses the model's sensitivity to camera angles and lighting conditions by exposing it to a wider range of visual variations during training. The other options are less relevant to these specific issues. Audio noise is irrelevant to visual robustness. Cropping and scaling are basic augmentations but less effective than transformations that simulate camera angles and lighting. Synonym replacement improves text understanding, but not visual robustness. Reducing frame rate can reduce computation but doesn't improve robustness to visual variations.
NEW QUESTION # 177
Consider a multimodal dataset consisting of product reviews (text), product images, and customer demographics. You want to build a model that can predict customer satisfaction based on all three modalities. However, you suspect that there might be complex interactions between these modalities that are not easily captured by simple concatenation or averaging. What approach would be most effective for modeling these interactions?
Answer: A,E
Explanation:
Tensor fusion networks are designed to model complex, higher-order interactions between modalities. They create a tensor representation that captures all possible combinations of features from different modalities. This allows the model to learn intricate relationships that would be missed by simpler fusion techniques. Transfer learning is effective in scenarios where pre-trained models for image and text processing help boost the accuracy of final layer during downstream task.
NEW QUESTION # 178
You are building a system that uses audio and video to detect emotional states of a user. What are the challenges to this system?
Answer: B
Explanation:
All the options pose challenges. Background noise affects audio analysis, varying lighting impairs facial recognition, subjective emotional expression necessitates robust models, and synchronization issues hinder accurate multimodal integration.
NEW QUESTION # 179
Consider the following code snippet, where you are trying to load image and text data for a multimodal model. What is the most likely cause of error if the code fails during the image loading step?
Answer: E
Explanation:
Since the error occurs specifically during the image loading step, the most likely cause is related to the image files themselves. Corrupted files or unsupported formats would prevent the image loading library from successfully reading the images. The other options are less likely to cause an error specifically during image loading.
NEW QUESTION # 180
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The NCA-GENM NVIDIA-Certified Associate is the composite exam associated with the certification of NVIDIA NVIDIA-Certified Associate .