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

Pass H13-321_V2.5 Exam Cram

Exam Code: H13-321_V2.5

Exam Name: HCIP-AI-EI Developer V2.5

Updated: Aug 10, 2026

Q & A: 62 Questions and Answers

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Huawei H13-321_V2.5 Exam Syllabus Topics:
SectionWeightObjectives
Topic 1: Image Recognition Application Development15%- Transfer Learning with Pre-trained Models
- Image Classification Models
- Object Detection Implementation
- Image Segmentation
Topic 2: Natural Language Processing Application15%- Language Model Fine-tuning
- Named Entity Recognition
- Text Classification Models
- Text Preprocessing and Embedding
Topic 3: Deep Learning Fundamentals15%- Neural Network Basics
- CNN and RNN Architectures
- Training and Fine-tuning
- Optimization Algorithms
Topic 4: HiLens Platform Development20%- Edge Deployment Strategy
- Skill Development Framework
- Real-time Inference Optimization
- Multi-modal Data Processing
Topic 5: ModelArts Pro Development20%- Model Deployment and Management
- Hyperparameter Optimization
- Inference Service Configuration
- AutoML and Automatic Model Training
Topic 6: EI Model Development Fundamentals15%- Model Development Process
- Development Environment Setup
- HiLens Framework and Skills
- EI Service and Architecture
Huawei HCIP-AI-EI Developer V2.5 Sample Questions:

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

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


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


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


4. 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) Value is a measure of brightness. The image brightness can be enhanced by processing the V component of the HSV color space.
B) 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.
C) Hue indicates the basic color attributes, such as red, green, and blue.
D) The HSV color space perceives colors differently from human eyes, so it is not suitable for image segmentation or color analysis.


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

A) The multi-head attention mechanism captures information about different subspaces within a sequence.
B) Each header's query, key, and value undergo a shared linear transformation to obtain them.
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.


Solutions:

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

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