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

  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Jul 21, 2026
  • Q&As: 62 Questions and Answers

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Huawei H13-321_V2.5 Exam Syllabus Topics:

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

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

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

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


2. Which of the following are the impacts of the development of large models?

A) The accuracy and efficiency of natural language processing tasks will improve
B) Large models will completely replace small and domain-specific models
C) Model pre-training costs will be reduced
D) Data privacy and security issues will be exacerbated


3. If a scanned document is not properly placed, and the text is tilted, it is difficult to recognize the characters in the document. Which of the following techniques can be used for correction in this case?

A) Affine transformation
B) Grayscale transformation
C) Perspective transformation
D) Rotational transformation


4. Among image preprocessing techniques, gamma correction is a common non-linear brightness adjustment method. Which of the following statements are true about the application and features of gamma correction?

A) Gamma correction is an enhancement technique based on exponential transformation mapping. It is used for non-linear contrast stretching.
B) Gamma correction applies only to grayscale images and does not apply to color images.
C) When # > 1, the input low grayscale range is compressed, and the high grayscale range is stretched, enhancing the bright areas while compressing the dark areas.
D) When # < 1, the input high grayscale range is compressed, and the low grayscale range is stretched, enhancing the dark areas while compressing the bright areas.


5. Which of the following is not an acoustic feature of speech?

A) Semantics
B) Amplitude
C) Frequency
D) Duration


Solutions:

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

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