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Huawei H13-321_V2.5 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Natural Language Processing Lab Guide10%- Text preprocessing and feature engineering
- End-to-end application development
- NLP model training and evaluation
Topic 2: Theoretical Knowledge and Applications of Speech Processing10%- Speech feature extraction
- Application cases
- Speech signal processing foundation
- Speech recognition and synthesis
Topic 3: Overview of ModelArts4%- Basic operation process
- Core functions and service modules
- ModelArts positioning and architecture
Topic 4: Theoretical Knowledge and Applications of Natural Language Processing10%- Text processing and representation
- Language model and semantic understanding
- Machine translation, text generation and other technologies
- Practical application
Topic 5: Image Processing Lab Guide12%- Performance optimization and testing
- Image processing model development and deployment
- Development environment setup
Topic 6: Overview of Huawei's AI Development Strategy and Full-Stack, All-Scenario AI Portfolio2%- All-scenario AI solutions
- Huawei AI development layout
- Full-stack AI technology system
Topic 7: Neural Network Basics4%- Common neural network structures
- Training and optimization methods
- Basic concepts of neural networks
Topic 8: Theoretical Knowledge and Applications of Image Processing26%- Image classification, detection and segmentation
- Image preprocessing technology
- Typical application scenarios
- Feature extraction and representation
Topic 9: Speech Processing Lab Guide12%- Speech data processing practice
- Application deployment and verification
- Speech model building and tuning

Huawei HCIP-AI-EI Developer V2.5 Sample Questions:

1. Overfitting is a condition where a model is overly simple and excessive generalization errors occur.

A) FALSE
B) TRUE


2. The basic operations of morphological processing include dilation and erosion. These operations can be combined to achieve practical algorithms such as opening and closing operations.

A) FALSE
B) TRUE


3. Maximum likelihood estimation (MLE) requires knowledge of the sample data's distribution type.

A) FALSE
B) TRUE


4. When the chi-square test is used for feature selection, SelectKBest and _____ function or class must be imported from the sklearn.feature_selection module. (Enter the function interface name.) chi2 Explanation:
In feature selection for classification tasks, thechi-square (#²)statistical test can be applied to evaluate the independence between features and target labels.
In Python's scikit-learn library, this is implemented using:


5. Transformer models outperform LSTM when analyzing and processing long-distance dependencies, making them more effective for sequence data processing.

A) FALSE
B) TRUE


Solutions:

Question # 1
Answer: A
Question # 2
Answer: B
Question # 3
Answer: B
Question # 4
Answer: Only visible for members
Question # 5
Answer: B

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