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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Theoretical Knowledge and Applications of Natural Language Processing | 10% | - Text processing and representation - Machine translation, text generation and other technologies - Practical application - Language model and semantic understanding |
| Topic 2: Overview of Huawei's AI Development Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - Full-stack AI technology system - Huawei AI development layout - All-scenario AI solutions |
| Topic 3: Theoretical Knowledge and Applications of Speech Processing | 10% | - Speech recognition and synthesis - Speech feature extraction - Application cases - Speech signal processing foundation |
| Topic 4: Theoretical Knowledge and Applications of Image Processing | 26% | - Typical application scenarios - Image classification, detection and segmentation - Image preprocessing technology - Feature extraction and representation |
| Topic 5: Overview of ModelArts | 4% | - Basic operation process - ModelArts positioning and architecture - Core functions and service modules |
| Topic 6: Image Processing Lab Guide | 12% | - Image processing model development and deployment - Development environment setup - Performance optimization and testing |
| Topic 7: Neural Network Basics | 4% | - Basic concepts of neural networks - Common neural network structures - Training and optimization methods |
| Topic 8: Speech Processing Lab Guide | 12% | - Application deployment and verification - Speech data processing practice - Speech model building and tuning |
| Topic 9: Natural Language Processing Lab Guide | 10% | - Text preprocessing and feature engineering - NLP model training and evaluation - End-to-end application development |
The natural language processing field usually uses distributed semantic representation to represent words.
Each word is no longer a completely orthogonal 0-1 vector, but a point in a multi-dimensional real number space, which is specifically represented as a real number vector.
Correct Answer: B 🗳️
Explanation: Only visible for PracticeDump members. You can sign-up / login (it's free).
Among image preprocessing techniques, gamma correction is a common non-linear brightness adjustment method. Which of the following statements are true about the application and features of gamma correction?
Correct Answer: A,B,D 🗳️
Explanation: Only visible for PracticeDump members. You can sign-up / login (it's free).
In the field of deep learning, which of the following activation functions has a derivative not greater than 0.5?
Correct Answer: A 🗳️
Explanation: Only visible for PracticeDump members. You can sign-up / login (it's free).
In natural language processing tasks, word vector evaluation is an important aspect for measuring the performance of a word embedding model. Which of the following statements about word vector evaluation are true?
Correct Answer: A,B,C 🗳️
Explanation: Only visible for PracticeDump members. You can sign-up / login (it's free).
Vision transformer (ViT) performs well in image classification tasks. Which of the following is the main advantage of ViT?
Correct Answer: A 🗳️
Explanation: Only visible for PracticeDump members. You can sign-up / login (it's free).
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