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| Section | Weight | Objectives |
|---|---|---|
| Image Processing Lab Guide | 12% | - Image processing model development and deployment - Development environment setup - Performance optimization and testing |
| Overview of ModelArts | 4% | - ModelArts positioning and architecture - Core functions and service modules - Basic operation process |
| Overview of Huawei's AI Development Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - Huawei AI development layout - Full-stack AI technology system - All-scenario AI solutions |
| Natural Language Processing Lab Guide | 10% | - End-to-end application development - Text preprocessing and feature engineering - NLP model training and evaluation |
| Theoretical Knowledge and Applications of Speech Processing | 10% | - Application cases - Speech recognition and synthesis - Speech feature extraction - Speech signal processing foundation |
| Theoretical Knowledge and Applications of Image Processing | 26% | - Image classification, detection and segmentation - Feature extraction and representation - Image preprocessing technology - Typical application scenarios |
| Neural Network Basics | 4% | - Common neural network structures - Training and optimization methods - Basic concepts of neural networks |
| Theoretical Knowledge and Applications of Natural Language Processing | 10% | - Text processing and representation - Practical application - Language model and semantic understanding - Machine translation, text generation and other technologies |
| Speech Processing Lab Guide | 12% | - Speech data processing practice - Application deployment and verification - Speech model building and tuning |
Question 1
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.)
Question 2
What are the advantages of deep learning-based speech recognition algorithms?
A. End-to-end task processing
B. Forced alignment of annotated data
C. No data training
D. Automated feature extraction
Question 3
In NLP tasks, transformer models perform well in multiple tasks due to their self-attention mechanism and parallel computing capability. Which of the following statements about transformer models are true?
A. Multi-head attention is the core component of a transformer model. It computes multiple attention heads in parallel to capture semantic information in different subspaces.
B. A transformer model directly captures the dependency between different positions in the input sequence through the self-attention mechanism, without using the recurrent neural network (RNN) or convolutional neural network (CNN).
C. Positional encoding is optional in a transformer model because the self-attention mechanism can naturally process the order information of sequences.
D. Transformer models outperform RNN and CNN in processing long texts because they can effectively capture global dependencies.
Question 4
What type of task is viewed when using the Seq2Seq model in speech recognition?
A. Regression task
B. Classification task
C. Clustering task
D. Dimensionality reduction task
Question 5
------- is a model that uses a convolutional neural network (CNN) to classify texts.
Solutions:
| Question 1 Answer: Only visible for members | Question 2 Answer: A,D | Question 3 Answer: A,B,D | Question 4 Answer: B | Question 5 Answer: Only visible for members |
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