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| Section | Weight | Objectives |
|---|---|---|
| Overview of ModelArts | 4% | - Development environment and tool usage - Data processing, training, deployment capabilities - ModelArts platform positioning and architecture |
| Huawei AI Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - Full-stack and all-scenario AI technology layout - Huawei AI development strategy |
| Natural Language Processing Theory and Applications | 10% | - BERT, GPT and pre-trained models - Word representation and embedding - Text classification, NER, machine translation - RNN, LSTM, GRU, Transformer architecture |
| Image Processing Theory and Applications | 26% | - Convolutional Neural Networks (CNN) - OCR and visual application development - Image processing fundamentals - Image classification, object detection, segmentation |
| Neural Network Basics | 4% | - Activation functions and regularization - Gradient descent and backpropagation - Basic concepts of neural networks - Multilayer Perceptron (MLP) |
| Image Processing Lab Guide | 12% | - Object detection and segmentation practice - Ascend-based deployment - ModelArts-based image classification |
| Speech Processing Theory and Applications | 10% | - Acoustic and language modeling - Text-to-Speech (TTS) technology - Speech signal characteristics and processing - Automatic Speech Recognition (ASR) |
| Natural Language Processing Lab Guide | 10% | - Text classification and NER implementation - ModelArts NLP model training and tuning - Application integration and deployment |
| Speech Processing Lab Guide | 12% | - ASR and TTS service development - ModelArts speech application deployment - Huawei Cloud Speech Interaction Service |
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