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1. In the deep neural network (DNN)-hidden Markov model (HMM), the DNN is mainly used for feature processing, while the HMM is mainly used for sequence modeling.
A) TRUE
B) FALSE
2. 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) For CNN, there is no difference in handling text or image tasks.
C) CNNs are suitable for image tasks, but they perform poorly in text tasks.
D) 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.
3. 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) Lexical analysis is to find the lexemes of a word and obtain linguistic information from them.
C) 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.
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) 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.
4. Which of the following statements about the standard normal distribution are true?
A) The mean is 1.
B) The variance is 0.
C) The variance is 1.
D) The mean is 0.
5. What are the advantages of deep learning-based speech recognition algorithms?
A) End-to-end task processing
B) No data training
C) Automated feature extraction
D) Forced alignment of annotated data
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A,D | Question # 3 Answer: A,B,C | Question # 4 Answer: C,D | Question # 5 Answer: A,C |
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