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

1. 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:

2. When training a deep neural network model, a loss function measures the difference between the model's predictions and the actual labels.

A) FALSE
B) TRUE

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

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

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

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

5. Which of the following are object detection algorithms?

A) SSD
B) R-CNN
C) YOLO
D) Faster-R-CNN

Solutions: