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Huawei HCIP-AI-EI Developer V2.5 Sample Questions:
1. 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) CNNs are suitable for image tasks, but they perform poorly in text tasks.
C) 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.
D) For CNN, there is no difference in handling text or image tasks.
2. When the chi-square test is used for feature selection, SelectKBest and _____ function or class must be imported from the sklearn.feature_selection module. (Enter the function interface name.) chi2 Explanation:
In feature selection for classification tasks, thechi-square (#²)statistical test can be applied to evaluate the independence between features and target labels.
In Python's scikit-learn library, this is implemented using:
3. In 2017, the Google machine translation team proposed the Transformer in their paperAttention is All You Need. The Transformer consists of an encoder and a(n) --------. (Fill in the blank.)
4. Among image preprocessing techniques, gamma correction is a common non-linear brightness adjustment method. Which of the following statements are true about the application and features of gamma correction?
A) Gamma correction applies only to grayscale images and does not apply to color images.
B) When # > 1, the input low grayscale range is compressed, and the high grayscale range is stretched, enhancing the bright areas while compressing the dark areas.
C) Gamma correction is an enhancement technique based on exponential transformation mapping. It is used for non-linear contrast stretching.
D) When # < 1, the input high grayscale range is compressed, and the low grayscale range is stretched, enhancing the dark areas while compressing the bright areas.
5. A text classification task has only one final output, while a sequence labeling task has an output in each input position.
A) FALSE
B) TRUE
Solutions:
| Question # 1 Answer: A,C | Question # 2 Answer: Only visible for members | Question # 3 Answer: Only visible for members | Question # 4 Answer: B,C,D | Question # 5 Answer: B |






