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: Sep 04, 2026
  • Q & A: 62 Questions and Answers

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Huawei H13-321_V2.5 Exam Syllabus Topics:

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

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

Question 1

Which of the following methods are useful when tackling overfitting?

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


Question 2

The natural language processing field usually uses distributed semantic representation to represent words.
Each word is no longer a completely orthogonal 0-1 vector, but a point in a multi-dimensional real number space, which is specifically represented as a real number vector.

A. FALSE
B. TRUE


Question 3

Which of the following statements about the functions of layer normalization and residual connection in the Transformer is true?

A. Layer normalization accelerates model convergence and does not affect model stability.
B. Residual connections primarily add depth to the model but do not aid in gradient propagation.
C. In shallow networks, residual connections are beneficial, but they aggravate the vanishing gradient problem in deep networks.
D. Residual connections and layer normalization help prevent vanishing gradients and exploding gradients in deep networks.


Question 4

The accuracy of object location detection can be evaluated using the intersection over union (IoU) value, which is a ratio. The denominator is the overlapping area between the prediction bounding box and ground truth bounding box, and the numerator is the area of union encompassed by both boxes.

A. FALSE
B. TRUE


Question 5

In 2017, the Google machine translation team proposed the Transformer in their paperAttention is All You Need. In a Transformer model, there is customized LSTM with CNN layers.

A. FALSE
B. TRUE


Solutions:

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

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