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Huawei HCIP-AI-EI Developer V2.5 Sample Questions:

1. What are the adjacency relationships between two pixels whose coordinates are (21,13) and (22,12)?

A) 4-adjacency
B) 8-adjacency
C) No adjacency relationship
D) Diagonal adjacency

2. What are the advantages of deep learning-based speech recognition algorithms?

A) End-to-end task processing
B) Automated feature extraction
C) No data training
D) Forced alignment of annotated data

3. Which of the following statements about the multi-head attention mechanism of the Transformer are true?

A) Each header's query, key, and value undergo a shared linear transformation to obtain them.
B) The multi-head attention mechanism captures information about different subspaces within a sequence.
C) The concatenated output is fed directly into the multi-headed attention mechanism.
D) The dimension for each header is calculated by dividing the original embedded dimension by the number of headers before concatenation.

4. 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) 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.
B) The HSV color space perceives colors differently from human eyes, so it is not suitable for image segmentation or color analysis.
C) Hue indicates the basic color attributes, such as red, green, and blue.
D) Value is a measure of brightness. The image brightness can be enhanced by processing the V component of the HSV color space.

5. In the image recognition algorithm, the structure design of the convolutional layer has a great impact on its performance. Which of the following statements are true about the structure and mechanism of the convolutional layer? (Transposed convolution is not considered.)

A) The convolutional layer slides over the input feature map using a convolution kernel of a fixed size to extract local features without explicitly defining their features.
B) A stride in the convolutional layer can control the spatial resolution of the output feature map. A larger stride indicates a smaller output feature map and simpler calculation.
C) The convolutional layer uses parameter sharing so that features at different positions share the same group of parameters. This reduces the number of network parameters required but reduces the expression capabilities of models.
D) In the convolutional layer, each neuron only collects some information. This effectively reduces the memory required.

Solutions: