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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Natural Language Processing Lab Guide | 10% | - NLP project practice on ModelArts |
| Topic 2: Theoretical Knowledge and Applications of Natural Language Processing | 10% | - Text processing and representation - Common NLP tasks and applications - NLP core concepts |
| Topic 3: Speech Processing Lab Guide | 12% | - Speech application development on ModelArts |
| Topic 4: Theoretical Knowledge and Applications of Speech Processing | 10% | - Speech recognition and synthesis - Acoustic and language models - Speech processing basics |
| Topic 5: Overview of Huawei AI Development Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | |
| Topic 6: Theoretical Knowledge and Applications of Image Processing | 26% | - Image preprocessing and feature extraction - Image recognition, detection and segmentation - Convolutional neural networks - Computer vision overview |
| Topic 7: Image Processing Lab Guide | 12% | - ModelArts-based image development |
| Topic 8: Overview of ModelArts | 4% | - Development and deployment workflow - ModelArts platform architecture |
| Topic 9: ModelArts Platform Development Experiment | 10% | |
| Topic 10: Neural Network Basics | 4% | - Deep learning fundamentals - Network training and optimization - Artificial neural network principles |
1. In the experiment of implementing smart albums with Huawei Cloud EI image tags, which of the following descriptions of the error_code response parameter of the image tag API is correct? (Multiple choice)
A) A return value of 500 indicates that the request failed and the requested resource was not found on the server.
B) The return value 401 indicates that the current request requires user authentication
C) A return value of 403 indicates that the operation permission is not available.
D) A return value of 400 indicates that the semantics are incorrect and the current request cannot be parsed by the server
2. Use cvtColor to convert the color space cv2.COLOR_BGR2HSV represents the conversion of BGR color space to HSV color space
A) False
B) True
3. Use two 3x3 convolution kernels to convolve a three-channel color image. How many channels does the resulting feature map have?
A) 2
B) 1
C) 4
D) 3
4. HMM is composed of two random phenomena, one is from hidden state to hidden state, and the other is from hidden state to visible state.
A) False
B) True
5. Which of the following neural networks contains feedback connections?
A) Convolutional Neural Network
B) Convolutional Generation Network
C) Deep Belief Network
D) Recurrent Neural Network
Solutions:
| Question # 1 Answer: B,C,D | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: D |
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