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

  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Aug 02, 2026
  • Q&As: 62 Questions and Answers

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Huawei H13-321_V2.5 Exam Syllabus Topics:

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

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

1. The attention mechanism in foundation model architectures allows the model to focus on specific parts of the input data. Which of the following steps are key components of a standard attention mechanism?

A) Calculate the dot product similarity between the query and key vectors to obtain attention scores.
B) Compute the weighted sum of the value vectors using the attention weights.
C) Normalize the attention scores to obtain attention weights.
D) Apply a non-linear mapping to the result obtained after the weighted summation.


2. ------- is a model that uses a convolutional neural network (CNN) to classify texts.


3. 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


4. 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) TRUE
B) FALSE


5. Which of the following statements about the functions of layer normalization and residual connection in the Transformer is true?

A) In shallow networks, residual connections are beneficial, but they aggravate the vanishing gradient problem in deep networks.
B) Residual connections and layer normalization help prevent vanishing gradients and exploding gradients in deep networks.
C) Residual connections primarily add depth to the model but do not aid in gradient propagation.
D) Layer normalization accelerates model convergence and does not affect model stability.


Solutions:

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

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