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

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

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

2. Vision transformer (ViT) performs well in image classification tasks. Which of the following is the main advantage of ViT?

A) It can handle small datasets with minimal labeling required.
B) It achieves fast convergence without using pre-trained models.
C) It can process high-resolution images to enhance classification accuracy.
D) The self-attention mechanism is used to capture global features of images, improving classification accuracy.

3. Seq2Seq is a model that translates one sequence into another sequence, essentially consisting of two recurrent neural networks (RNNs), one is the Encoder, and the other is the ---------. (Fill in the blank.)

4. The deep neural network (DNN)-hidden Markov model (HMM) does not require the HMM-Gaussian mixture model (GMM) as an auxiliary.

A) FALSE
B) TRUE

5. 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:

Solutions: