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

  • 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:
SectionWeightObjectives
Natural Language Processing Application15%- Text Preprocessing and Embedding
- Language Model Fine-tuning
- Text Classification Models
- Named Entity Recognition
ModelArts Pro Development20%- Inference Service Configuration
- Model Deployment and Management
- Hyperparameter Optimization
- AutoML and Automatic Model Training
Deep Learning Fundamentals15%- Neural Network Basics
- CNN and RNN Architectures
- Optimization Algorithms
- Training and Fine-tuning
HiLens Platform Development20%- Real-time Inference Optimization
- Skill Development Framework
- Multi-modal Data Processing
- Edge Deployment Strategy
Image Recognition Application Development15%- Image Segmentation
- Object Detection Implementation
- Transfer Learning with Pre-trained Models
- Image Classification Models
EI Model Development Fundamentals15%- EI Service and Architecture
- HiLens Framework and Skills
- Development Environment Setup
- Model Development Process
Huawei HCIP-AI-EI Developer V2.5 Sample Questions:

1. The image saturation can be enhanced by processing the ________ component of the HSV color space. (Enter H, S, or V.)


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

A) FALSE
B) TRUE


3. Vision transformer (ViT) performs well in image classification tasks. Which of the following is the main advantage of ViT?

A) It achieves fast convergence without using pre-trained models.
B) It can process high-resolution images to enhance classification accuracy.
C) The self-attention mechanism is used to capture global features of images, improving classification accuracy.
D) It can handle small datasets with minimal labeling required.


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

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


5. The objective of -------- is to extract and classify named entities in a text into pre-defined classes such as names, organizations, locations, time expressions, monetary values, and percentages. (Enter the abbreviation.)


Solutions:

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

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