Huawei HCIP-AI-EI Developer V2.5 : H13-321_V2.5

H13-321_V2.5 real exams

Exam Code: H13-321_V2.5

Exam Name: HCIP-AI-EI Developer V2.5

Updated: Aug 07, 2026

Q & A: 62 Questions and Answers

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Huawei H13-321_V2.5 Exam Syllabus Topics:

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

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

1. What are the adjacency relationships between two pixels whose coordinates are (21,13) and (22,12)?

A) 4-adjacency
B) No adjacency relationship
C) Diagonal adjacency
D) 8-adjacency


2. A text classification task has only one final output, while a sequence labeling task has an output in each input position.

A) TRUE
B) FALSE


3. Which of the following statements about the functions of the encoder and decoder is true?

A) The encoder converts context vectors into variable-length output sequences.
B) The output lengths of the encoder and decoder are the same.
C) The decoder converts variable-length input sequences into fixed-length context vectors, encoding the information of the input sequences in the context vectors.
D) The encoder converts variable-length input sequences into fixed-length context vectors, encoding the information of the input sequences in the context vectors.


4. 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.)


5. In an image preprocessing experiment, the cv2.imread("lena.png", 1) function provided by OpenCV is used to read images. The parameter "1" in this function represents a --------- -channel image. (Fill in the blank with a number.)


Solutions:

Question # 1
Answer: C,D
Question # 2
Answer: A
Question # 3
Answer: D
Question # 4
Answer: Only visible for members
Question # 5
Answer: Only visible for members

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