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1. In an HSV color space, H is for hue, S is for saturation, and V is for value. Which of the following statements about the HSV color space are true?
A) Value is a measure of brightness. The image brightness can be enhanced by processing the V component of the HSV color space.
B) Saturation describes how vivid the color is. The lower the saturation, the closer the color is to gray. The higher the saturation, the more vivid the color.
C) Hue indicates the basic color attributes, such as red, green, and blue.
D) The HSV color space perceives colors differently from human eyes, so it is not suitable for image segmentation or color analysis.
2. Which of the following statements about the multi-head attention mechanism of the Transformer are true?
A) The dimension for each header is calculated by dividing the original embedded dimension by the number of headers before concatenation.
B) Each header's query, key, and value undergo a shared linear transformation to obtain them.
C) The multi-head attention mechanism captures information about different subspaces within a sequence.
D) The concatenated output is fed directly into the multi-headed attention mechanism.
3. Which of the following is not an algorithm for training word vectors?
A) Word2Vec
B) FastText
C) BERT
D) TextCNN
4. What are the advantages of deep learning-based speech recognition algorithms?
A) Automated feature extraction
B) No data training
C) Forced alignment of annotated data
D) End-to-end task processing
5. Which of the following statements are true about the differences between using convolutional neural networks (CNNs) in text tasks and image tasks?
A) Color image input is multi-channel, whereas text input is single-channel.
B) When the CNN is used for text tasks, the kernel size must be the same as the number of word vector dimensions. This constraint, however, does not apply to image tasks.
C) For CNN, there is no difference in handling text or image tasks.
D) CNNs are suitable for image tasks, but they perform poorly in text tasks.
Solutions:
| Question # 1 Answer: A,B,C | Question # 2 Answer: A,C | Question # 3 Answer: D | Question # 4 Answer: A,D | Question # 5 Answer: A,B |
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