Try and practice the latest Huawei : H13-321_V2.5 real questions & answers

Last Updated: Aug 21, 2026

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Huawei H13-321_V2.5 Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Processing- Data Collection and Cleaning
- Data Labeling and Preparation
- Feature Engineering
Topic 2: Machine Learning- Supervised Learning
  • 1. Regression Algorithms
    • 2. Classification Algorithms
      - Unsupervised Learning
      • 1. Clustering Methods
        • 2. Dimensionality Reduction
          Topic 3: AI Fundamentals- Common AI Use Cases in Industry
          - Introduction to Artificial Intelligence
          - AI Development Lifecycle
          Topic 4: Model Deployment and Operations- Monitoring and Maintenance
          - Model Deployment Strategies
          - Inference Services
          Topic 5: AI Application Development (EI)- AI Service Integration
          - Enterprise Intelligence (EI) Concepts
          - Building AI Applications
          Topic 6: Huawei AI Ecosystem Tools- AI Development Toolchain
          - Huawei Cloud AI Services
          - MindSpore Framework Basics
          Topic 7: Deep Learning- Neural Network Fundamentals
          - CNN and RNN Architectures
          - Model Training and Optimization
          Topic 8: Model Development with Huawei ModelArts- AutoML Capabilities
          - Training Models on ModelArts
          - ModelArts Platform Overview

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

          1. Which of the following methods are useful when tackling overfitting?

          A) Using more complex models
          B) Using dropout during model training
          C) Data augmentation
          D) Using parameter norm penalties


          2. Mel-frequency cepstral coefficients (MFCCs) take into account human auditory characteristics by first mapping the linear spectrum to the Mel nonlinear spectrum based on auditory perception, and then converting it to the cepstral domain.

          A) TRUE
          B) FALSE


          3. The jieba ------() method can be used for word segmentation.


          4. Huawei Cloud ModelArts is a one-stop AI development platform that supports multiple AI scenarios. Which of the following scenarios are supported by ModelArts?

          A) Video analytics
          B) Image classification
          C) Object detection
          D) Speech recognition


          5. John wants to deploy a large model locally to implement the Q&A assistant function for his company. Which of the following factors is unnecessary for John to consider?

          A) Demand for computing power
          B) Model security
          C) Model development framework
          D) Output delay


          Solutions:

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

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