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1. In the image recognition algorithm, the structure design of the convolutional layer has a great impact on its performance. Which of the following statements are true about the structure and mechanism of the convolutional layer? (Transposed convolution is not considered.)
A) A stride in the convolutional layer can control the spatial resolution of the output feature map. A larger stride indicates a smaller output feature map and simpler calculation.
B) The convolutional layer uses parameter sharing so that features at different positions share the same group of parameters. This reduces the number of network parameters required but reduces the expression capabilities of models.
C) The convolutional layer slides over the input feature map using a convolution kernel of a fixed size to extract local features without explicitly defining their features.
D) In the convolutional layer, each neuron only collects some information. This effectively reduces the memory required.
2. Which audio file formats can Huawei Cloud text-to-speech (TTS) generate?
A) AAC
B) WAV
C) MP3
D) PCM
3. Which of the following methods are useful when tackling overfitting?
A) Data augmentation
B) Using more complex models
C) Using dropout during model training
D) Using parameter norm penalties
4. -------- is a text representation method based on the bag of words (BoW) model. It decomposes words into subwords and then adds the vector representations of the subwords to obtain word vectors, fully utilizing character N-gram information. (Fill in the blank.)
5. Maximum likelihood estimation (MLE) can be used for parameter estimation in a Gaussian mixture model (GMM).
A) TRUE
B) FALSE
Solutions:
| Question # 1 Answer: A,B,C,D | Question # 2 Answer: B,C,D | Question # 3 Answer: A,C,D | Question # 4 Answer: Only visible for members | Question # 5 Answer: A |
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