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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Image Processing Theory and Applications | 26% | - Image processing fundamentals - Convolutional Neural Networks (CNN) - Image classification, object detection, segmentation - OCR and visual application development |
| Topic 2: Overview of ModelArts | 4% | - ModelArts platform positioning and architecture - Data processing, training, deployment capabilities - Development environment and tool usage |
| Topic 3: Speech Processing Theory and Applications | 10% | - Text-to-Speech (TTS) technology - Speech signal characteristics and processing - Acoustic and language modeling - Automatic Speech Recognition (ASR) |
| Topic 4: Natural Language Processing Theory and Applications | 10% | - RNN, LSTM, GRU, Transformer architecture - Word representation and embedding - Text classification, NER, machine translation - BERT, GPT and pre-trained models |
| Topic 5: Natural Language Processing Lab Guide | 10% | - Application integration and deployment - Text classification and NER implementation - ModelArts NLP model training and tuning |
| Topic 6: Speech Processing Lab Guide | 12% | - ASR and TTS service development - ModelArts speech application deployment - Huawei Cloud Speech Interaction Service |
| Topic 7: Huawei AI Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - Full-stack and all-scenario AI technology layout - Huawei AI development strategy |
| Topic 8: Image Processing Lab Guide | 12% | - Ascend-based deployment - ModelArts-based image classification - Object detection and segmentation practice |
| Topic 9: Neural Network Basics | 4% | - Activation functions and regularization - Gradient descent and backpropagation - Multilayer Perceptron (MLP) - Basic concepts of neural networks |
1. In image preprocessing, the function of () is to remove noise, etc.
2. When using ModelArts automatic learning to build image classification or object detection projects, which of the following image formats does the dataset not support?
A) webp
B) bmp
C) png
D) jpg
3. The coordinates of point A are (25, 19), and the coordinates of point B are (43, 43). Please write the Manhattan distance between AB ()
4. Which of the following are considerations for activation function design? (Multiple choice)
A) Smoothness
B) Monotonicity
C) Nonlinearity
D) Boundedness
E) Continuous Differentiability
5. What color does the RGB value (124, 252, 0) represent?
A) Lawn Green
B) Pure black
C) Sky blue
D) Pure blue
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: A | Question # 3 Answer: Only visible for members | Question # 4 Answer: A,B,C,D,E | Question # 5 Answer: A |
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