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Reference: https://edu.huaweicloud.com/intl/en-us/certificationindex/career/aie.html
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| Section | Weight | Objectives |
|---|---|---|
| Deep Learning Basics | 25% | - Recurrent Neural Networks (RNN) and applications - Basic principles of neural networks - Convolutional Neural Networks (CNN) and applications - Common deep learning optimization algorithms |
| AI Overview | 15% | - AI ethics and development trends - Main application fields and industry scenarios of AI - Basic concepts and development history of AI - Huawei's full-stack all-scenario AI strategy and Ascend AI system |
| Huawei AI Development Platforms and Tools | 20% | - Atlas series hardware products and usage - MindSpore framework basics and development practices - Ascend processor and CANN architecture - ModelArts platform functions and application |
| Machine Learning Basics | 25% | - Basic concepts and classification of machine learning - Supervised learning algorithms and principles - Model training, evaluation and optimization methods - Unsupervised learning algorithms and principles |
| AI Application Development and Practice | 15% | - Common AI deployment methods - Typical AI case analysis based on Huawei products - AI application development process |
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