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

1. In the field of deep learning, which of the following activation functions has a derivative not greater than 0.5?

A) SeLU
B) Sigmoid
C) ReLU
D) Tanh

2. John wants to deploy a large model locally to implement the Q&A assistant function for his company. Which of the following factors is unnecessary for John to consider?

A) Model security
B) Demand for computing power
C) Model development framework
D) Output delay

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 concatenated output is fed directly into the multi-headed attention mechanism.
C) The dimension for each header is calculated by dividing the original embedded dimension by the number of headers before concatenation.
D) The multi-head attention mechanism captures information about different subspaces within a sequence.

4. Transformer models outperform LSTM when analyzing and processing long-distance dependencies, making them more effective for sequence data processing.

A) TRUE
B) FALSE

5. The natural language processing field usually uses distributed semantic representation to represent words.
Each word is no longer a completely orthogonal 0-1 vector, but a point in a multi-dimensional real number space, which is specifically represented as a real number vector.

A) TRUE
B) FALSE

Solutions: