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

1. In an image preprocessing experiment, the cv2.imread("lena.png", 1) function provided by OpenCV is used to read images. The parameter "1" in this function represents a --------- -channel image. (Fill in the blank with a number.)

2. If a scanned document is not properly placed, and the text is tilted, it is difficult to recognize the characters in the document. Which of the following techniques can be used for correction in this case?

A) Perspective transformation
B) Grayscale transformation
C) Affine transformation
D) Rotational transformation

3. Which of the following are the impacts of the development of large models?

A) Data privacy and security issues will be exacerbated
B) The accuracy and efficiency of natural language processing tasks will improve
C) Model pre-training costs will be reduced
D) Large models will completely replace small and domain-specific models

4. Which of the following statements about the functions of layer normalization and residual connection in the Transformer is true?

A) Residual connections primarily add depth to the model but do not aid in gradient propagation.
B) In shallow networks, residual connections are beneficial, but they aggravate the vanishing gradient problem in deep networks.
C) Residual connections and layer normalization help prevent vanishing gradients and exploding gradients in deep networks.
D) Layer normalization accelerates model convergence and does not affect model stability.

5. Which of the following statements about the levels of natural language understanding are true?

A) Pragmatic analysis is to study the influence of the language's external environment on the language users.
B) Semantic analysis is to analyze the structure of sentences and phrases to find out the relationship between words and phrases, as well as their functions in sentences.
C) Lexical analysis is to find the lexemes of a word and obtain linguistic information from them.
D) Syntactic analysis is to find out the meaning of words, structural meaning, their combined meaning, so as to determine the true meaning or concept expressed by a language.
E) Speech analysis involves distinguishing independent phonemes from a speech stream based on phoneme rules, and then identifying syllables and their lexemes or words according to the phoneme form rules.

Solutions: