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H13-321_V2.5 pdf
  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Jul 23, 2026
  • Q & A: 62 Questions and Answers
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  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Jul 23, 2026
  • Q & A: 62 Questions and Answers
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  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Jul 23, 2026
  • Q & A: 62 Questions and Answers
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Huawei H13-321_V2.5 Exam Syllabus Topics:

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

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

          1. 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


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

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


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

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


          4. Which audio file formats can Huawei Cloud text-to-speech (TTS) generate?

          A) WAV
          B) PCM
          C) AAC
          D) MP3


          5. The deep neural network (DNN)-hidden Markov model (HMM) does not require the HMM-Gaussian mixture model (GMM) as an auxiliary.

          A) TRUE
          B) FALSE


          Solutions:

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

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