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

  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Sep 07, 2026
  • Q & A: 62 Questions and Answers

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Huawei H13-321_V2.5 Exam Syllabus Topics:

SectionObjectives
Deep Learning- CNN and RNN Architectures
- Neural Network Fundamentals
- Model Training and Optimization
Data Processing- Data Labeling and Preparation
- Data Collection and Cleaning
- Feature Engineering
Huawei AI Ecosystem Tools- AI Development Toolchain
- MindSpore Framework Basics
- Huawei Cloud AI Services
AI Fundamentals- AI Development Lifecycle
- Common AI Use Cases in Industry
- Introduction to Artificial Intelligence
AI Application Development (EI)- AI Service Integration
- Building AI Applications
- Enterprise Intelligence (EI) Concepts
Model Development with Huawei ModelArts- AutoML Capabilities
- ModelArts Platform Overview
- Training Models on ModelArts
Machine Learning- Supervised Learning
  • 1. Regression Algorithms
    • 2. Classification Algorithms
      - Unsupervised Learning
      • 1. Dimensionality Reduction
        • 2. Clustering Methods
          Model Deployment and Operations- Inference Services
          - Monitoring and Maintenance
          - Model Deployment Strategies

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

          Question 1

          Which of the following statements about the levels of natural language understanding are true?

          A. Pragmatic analysis is to study the influence of the language's external environment on the language users.
          B. Semantic analysis is to analyze the structure of sentences and phrases to find out the relationship between words and phrases, as well as their functions in sentences.
          C. Syntactic analysis is to find out the meaning of words, structural meaning, their combined meaning, so as to determine the true meaning or concept expressed by a language.
          D. Speech analysis involves distinguishing independent phonemes from a speech stream based on phoneme rules, and then identifying syllables and their lexemes or words according to the phoneme form rules.
          E. Lexical analysis is to find the lexemes of a word and obtain linguistic information from them.


          Question 2

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

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


          Question 3

          In cases where the bright and dark areas of an image are too extreme, which of the following techniques can be used to improve the image?

          A. Gamma correction
          B. Grayscale compression
          C. Inversion
          D. Grayscale stretching


          Question 4

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

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


          Question 5

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

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


          Solutions:

          Question 1
          Answer: A,D,E
          Question 2
          Answer: A
          Question 3
          Answer: A
          Question 4
          Answer: A,D
          Question 5
          Answer: C

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