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Huawei H13-321_V2.5 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Theoretical Knowledge and Applications of Speech Processing | 10% | - Speech feature extraction - Speech signal processing foundation - Application cases - Speech recognition and synthesis |
| Speech Processing Lab Guide | 12% | - Speech model building and tuning - Speech data processing practice - Application deployment and verification |
| Theoretical Knowledge and Applications of Natural Language Processing | 10% | - Practical application - Text processing and representation - Language model and semantic understanding - Machine translation, text generation and other technologies |
| Natural Language Processing Lab Guide | 10% | - NLP model training and evaluation - End-to-end application development - Text preprocessing and feature engineering |
| Overview of Huawei's AI Development Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - Huawei AI development layout - Full-stack AI technology system - All-scenario AI solutions |
| Neural Network Basics | 4% | - Training and optimization methods - Basic concepts of neural networks - Common neural network structures |
| Image Processing Lab Guide | 12% | - Development environment setup - Performance optimization and testing - Image processing model development and deployment |
| Theoretical Knowledge and Applications of Image Processing | 26% | - Image classification, detection and segmentation - Feature extraction and representation - Image preprocessing technology - Typical application scenarios |
| Overview of ModelArts | 4% | - Basic operation process - ModelArts positioning and architecture - Core functions and service modules |
Huawei HCIP-AI-EI Developer V2.5 Sample Questions:
1. When training a deep neural network model, a loss function measures the difference between the model's predictions and the actual labels.
A) TRUE
B) FALSE
2. The technologies underlying ModelArts support a wide range of heterogeneous compute resources, allowing you to flexibly use the resources that fit your needs.
A) TRUE
B) FALSE
3. Seq2Seq is a model that translates one sequence into another sequence, essentially consisting of two recurrent neural networks (RNNs), one is the Encoder, and the other is the ---------. (Fill in the blank.)
4. Which of the following are the impacts of the development of large models?
A) Model pre-training costs will be reduced
B) The accuracy and efficiency of natural language processing tasks will improve
C) Data privacy and security issues will be exacerbated
D) Large models will completely replace small and domain-specific models
5. In 2017, the Google machine translation team proposed the Transformer in their paperAttention is All You Need. The Transformer consists of an encoder and a(n) --------. (Fill in the blank.)
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A | Question # 3 Answer: Only visible for members | Question # 4 Answer: B,C | Question # 5 Answer: Only visible for members |
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