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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Image Processing Lab Guide | 12% | - Development environment setup - Image processing model development and deployment - Performance optimization and testing |
| Topic 2: Speech Processing Lab Guide | 12% | - Speech data processing practice - Speech model building and tuning - Application deployment and verification |
| Topic 3: Overview of ModelArts | 4% | - Basic operation process - Core functions and service modules - ModelArts positioning and architecture |
| Topic 4: Neural Network Basics | 4% | - Common neural network structures - Basic concepts of neural networks - Training and optimization methods |
| Topic 5: Overview of Huawei's AI Development Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - All-scenario AI solutions - Huawei AI development layout - Full-stack AI technology system |
| Topic 6: Theoretical Knowledge and Applications of Image Processing | 26% | - Image preprocessing technology - Image classification, detection and segmentation - Typical application scenarios - Feature extraction and representation |
| Topic 7: Theoretical Knowledge and Applications of Natural Language Processing | 10% | - Language model and semantic understanding - Machine translation, text generation and other technologies - Practical application - Text processing and representation |
| Topic 8: Theoretical Knowledge and Applications of Speech Processing | 10% | - Application cases - Speech recognition and synthesis - Speech feature extraction - Speech signal processing foundation |
| Topic 9: Natural Language Processing Lab Guide | 10% | - End-to-end application development - NLP model training and evaluation - Text preprocessing and feature engineering |
Question 1
Which of the following methods are useful when tackling overfitting?
A. Using dropout during model training
B. Data augmentation
C. Using more complex models
D. Using parameter norm penalties
Question 2
Which of the following statements about the standard normal distribution are true?
A. The variance is 1.
B. The mean is 1.
C. The variance is 0.
D. The mean is 0.
Question 3
Which of the following ModelArts training parameters is used to customize hyperparameters?
A. Compute Nodes
B. Resource Pool
C. Hyperparameter
D. Algorithm Type
Question 4
Transformer models outperform LSTM when analyzing and processing long-distance dependencies, making them more effective for sequence data processing.
A. TRUE
B. FALSE
Question 5
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?
A. Gamma correction applies only to grayscale images and does not apply to color images.
B. When # < 1, the input high grayscale range is compressed, and the low grayscale range is stretched, enhancing the dark areas while compressing the bright areas.
C. When # > 1, the input low grayscale range is compressed, and the high grayscale range is stretched, enhancing the bright areas while compressing the dark areas.
D. Gamma correction is an enhancement technique based on exponential transformation mapping. It is used for non-linear contrast stretching.
Solutions:
| Question 1 Answer: A,B,D | Question 2 Answer: A,D | Question 3 Answer: C | Question 4 Answer: A | Question 5 Answer: B,C,D |
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