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| Section | Weight | Objectives |
|---|---|---|
| Image Processing Theory and Applications | 26% | - Convolutional Neural Networks (CNN) - Image classification, object detection, segmentation - Image processing fundamentals - OCR and visual application development |
| Image Processing Lab Guide | 12% | - Object detection and segmentation practice - Ascend-based deployment - ModelArts-based image classification |
| Overview of ModelArts | 4% | - Data processing, training, deployment capabilities - Development environment and tool usage - ModelArts platform positioning and architecture |
| Speech Processing Lab Guide | 12% | - ASR and TTS service development - ModelArts speech application deployment - Huawei Cloud Speech Interaction Service |
| Huawei AI Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - Full-stack and all-scenario AI technology layout - Huawei AI development strategy |
| Neural Network Basics | 4% | - Basic concepts of neural networks - Gradient descent and backpropagation - Multilayer Perceptron (MLP) - Activation functions and regularization |
| Natural Language Processing Theory and Applications | 10% | - Word representation and embedding - RNN, LSTM, GRU, Transformer architecture - Text classification, NER, machine translation - BERT, GPT and pre-trained models |
| Speech Processing Theory and Applications | 10% | - Text-to-Speech (TTS) technology - Speech signal characteristics and processing - Automatic Speech Recognition (ASR) - Acoustic and language modeling |
| Natural Language Processing Lab Guide | 10% | - Text classification and NER implementation - Application integration and deployment - ModelArts NLP model training and tuning |
What are the methods for text vectorization? (Multiple choice)
Which of the following options does not belong to the three levels of natural language processing technology?
What is the main basis for image classification?
Which of the following statements about participles is incorrect?
The facial features detection API detects facial features of the input image and returns the coordinates of key points representing the location of the facial features. How many landmark points are currently supported?
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