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| Section | Weight | Objectives |
|---|---|---|
| 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 |
| Overview of ModelArts | 4% | - ModelArts positioning and architecture - Basic operation process - Core functions and service modules |
| Theoretical Knowledge and Applications of Image Processing | 26% | - Feature extraction and representation - Typical application scenarios - Image classification, detection and segmentation - Image preprocessing technology |
| Speech Processing Lab Guide | 12% | - Speech data processing practice - Speech model building and tuning - Application deployment and verification |
| Theoretical Knowledge and Applications of Speech Processing | 10% | - Speech recognition and synthesis - Speech signal processing foundation - Application cases - Speech feature extraction |
| Natural Language Processing Lab Guide | 10% | - NLP model training and evaluation - Text preprocessing and feature engineering - End-to-end application development |
| Theoretical Knowledge and Applications of Natural Language Processing | 10% | - Text processing and representation - Practical application - Machine translation, text generation and other technologies - Language model and semantic understanding |
| Neural Network Basics | 4% | - Basic concepts of neural networks - Training and optimization methods - Common neural network structures |
| Image Processing Lab Guide | 12% | - Development environment setup - Performance optimization and testing - Image processing model development and deployment |
1. Which of the following statements about the functions of layer normalization and residual connection in the Transformer is true?
A) In shallow networks, residual connections are beneficial, but they aggravate the vanishing gradient problem in deep networks.
B) Residual connections and layer normalization help prevent vanishing gradients and exploding gradients in deep networks.
C) Residual connections primarily add depth to the model but do not aid in gradient propagation.
D) Layer normalization accelerates model convergence and does not affect model stability.
2. If OpenCV is used to read an image and save it to variable "img" during image preprocessing, (h, w) = img.
shape[:2] can be used to obtain the image size.
A) TRUE
B) FALSE
3. 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.
A) TRUE
B) FALSE
4. Which of the following applications are supported by ModelArts ExeML?
A) Dress code conformance monitoring in campuses
B) Automatic offering classification
C) Anomalous sound detection in production or security scenarios
D) Predictive maintenance of manufacturing equipment
5. The technologies underlying ModelArts support a wide range of heterogeneous compute resources, allowing you to flexibly use the resources that fit your needs.
A) TRUE
B) FALSE
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: A,B,C,D | Question # 5 Answer: A |
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