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

H13-321_V2.5 Exam Questions
  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Aug 05, 2026
  • Q & A: 62 Questions and Answers
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Huawei H13-321_V2.5 Exam Syllabus Topics:

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

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

          1. 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


          2. The accuracy of object location detection can be evaluated using the intersection over union (IoU) value, which is a ratio. The denominator is the overlapping area between the prediction bounding box and ground truth bounding box, and the numerator is the area of union encompassed by both boxes.

          A) FALSE
          B) TRUE


          3. In the field of deep learning, which of the following activation functions has a derivative not greater than 0.5?

          A) Tanh
          B) Sigmoid
          C) ReLU
          D) SeLU


          4. Maximum likelihood estimation (MLE) can be used for parameter estimation in a Gaussian mixture model (GMM).

          A) FALSE
          B) TRUE


          5. The development of large models should comply with ethical principles to ensure the legal, fair, and transparent use of data.

          A) FALSE
          B) TRUE


          Solutions:

          Question # 1
          Answer: B
          Question # 2
          Answer: A
          Question # 3
          Answer: B
          Question # 4
          Answer: B
          Question # 5
          Answer: B

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