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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Speech Processing Lab Guide | 12% | - Speech application development on ModelArts |
| Topic 2: Neural Network Basics | 4% | - Artificial neural network principles - Deep learning fundamentals - Network training and optimization |
| Topic 3: Theoretical Knowledge and Applications of Speech Processing | 10% | - Speech recognition and synthesis - Speech processing basics - Acoustic and language models |
| Topic 4: Image Processing Lab Guide | 12% | - ModelArts-based image development |
| Topic 5: Overview of ModelArts | 4% | - Development and deployment workflow - ModelArts platform architecture |
| Topic 6: Overview of Huawei AI Development Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | |
| Topic 7: Theoretical Knowledge and Applications of Image Processing | 26% | - Image recognition, detection and segmentation - Convolutional neural networks - Image preprocessing and feature extraction - Computer vision overview |
| Topic 8: Natural Language Processing Lab Guide | 10% | - NLP project practice on ModelArts |
| Topic 9: Theoretical Knowledge and Applications of Natural Language Processing | 10% | - Common NLP tasks and applications - NLP core concepts - Text processing and representation |
| Topic 10: ModelArts Platform Development Experiment | 10% |
1. What are the types of pooling? (Multiple choice)
A) Max Pooling
B) Average Pooling
C) Convolution Pooling
D) Minimum Pooling
2. Token can be understood as a bridge between voice and text. Please sort the following tokens in ascending order of granularity. Phoneme Phoneme State State Word Word Syllable Syllable
3. Which of the following is the core idea of convolutional neural network? (Multiple choice)
A) Parameter Sharing
B) Fully connected
C) Local Perception
D) Zero padding
4. In Huawei's artificial intelligence product stack, it can be compared to NVIDIA 's CUDA and CUDNN ()
5. In image preprocessing, the function of () is to remove noise, etc.
Solutions:
| Question # 1 Answer: A,B | Question # 2 Answer: Only visible for members | Question # 3 Answer: A,C | Question # 4 Answer: Only visible for members | Question # 5 Answer: Only visible for members |
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