Huawei : H13-321_V2.5 Questions & Answers

Updated: Sep 16, 2026

No. of Questions: 62 Questions & Answers with Testing Engine

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H13-321_V2.5 Practice Q&A's

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Huawei H13-321_V2.5 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: HiLens Platform Development20%- Skill Development Framework
- Multi-modal Data Processing
- Edge Deployment Strategy
- Real-time Inference Optimization
Topic 2: Deep Learning Fundamentals15%- CNN and RNN Architectures
- Neural Network Basics
- Optimization Algorithms
- Training and Fine-tuning
Topic 3: Natural Language Processing Application15%- Text Preprocessing and Embedding
- Language Model Fine-tuning
- Text Classification Models
- Named Entity Recognition
Topic 4: ModelArts Pro Development20%- AutoML and Automatic Model Training
- Model Deployment and Management
- Hyperparameter Optimization
- Inference Service Configuration
Topic 5: Image Recognition Application Development15%- Object Detection Implementation
- Image Segmentation
- Transfer Learning with Pre-trained Models
- Image Classification Models
Topic 6: EI Model Development Fundamentals15%- HiLens Framework and Skills
- Model Development Process
- EI Service and Architecture
- Development Environment Setup

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. 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 dimension for each header is calculated by dividing the original embedded dimension by the number of headers before concatenation.
  • D. The concatenated output is fed directly into the multi-headed attention mechanism.
Reveal Solution  Discussion  0

Correct Answer: B,C  🗳️

Question #2

In an HSV color space, H is for hue, S is for saturation, and V is for value. Which of the following statements about the HSV color space are true?

  • A. Hue indicates the basic color attributes, such as red, green, and blue.
  • B. The HSV color space perceives colors differently from human eyes, so it is not suitable for image segmentation or color analysis.
  • C. Value is a measure of brightness. The image brightness can be enhanced by processing the V component of the HSV color space.
  • D. Saturation describes how vivid the color is. The lower the saturation, the closer the color is to gray. The higher the saturation, the more vivid the color.
Reveal Solution  Discussion  0

Correct Answer: A,C,D  🗳️

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Question #3

The technologies underlying ModelArts support a wide range of heterogeneous compute resources, allowing you to flexibly use the resources that fit your needs.

  • A. FALSE
  • B. TRUE
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #4

The mAP evaluation metric in object detection combines accuracy and recall.

  • A. FALSE
  • B. TRUE
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

Which of the following is not an algorithm for training word vectors?

  • A. FastText
  • B. Word2Vec
  • C. TextCNN
  • D. BERT
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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