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

  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Sep 04, 2026
  • Q & A: 62 Questions and Answers

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Huawei H13-321_V2.5 Exam Syllabus Topics:

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

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

          Question 1

          Which of the following statements about the multi-head attention mechanism of the Transformer are true?

          A. The concatenated output is fed directly into the multi-headed attention mechanism.
          B. The dimension for each header is calculated by dividing the original embedded dimension by the number of headers before concatenation.
          C. Each header's query, key, and value undergo a shared linear transformation to obtain them.
          D. The multi-head attention mechanism captures information about different subspaces within a sequence.


          Question 2

          If a scanned document is not properly placed, and the text is tilted, it is difficult to recognize the characters in the document. Which of the following techniques can be used for correction in this case?

          A. Perspective transformation
          B. Grayscale transformation
          C. Affine transformation
          D. Rotational transformation


          Question 3

          Which of the following applications are supported by ModelArts ExeML?

          A. Predictive maintenance of manufacturing equipment
          B. Anomalous sound detection in production or security scenarios
          C. Dress code conformance monitoring in campuses
          D. Automatic offering classification


          Question 4

          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


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

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