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

  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Sep 03, 2026   Q&As: 62 Questions and Answers

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Huawei H13-321_V2.5 Exam Syllabus Topics:
SectionWeightObjectives
Image Processing Lab Guide12%- Image processing model development and deployment
- Development environment setup
- Performance optimization and testing
Overview of ModelArts4%- ModelArts positioning and architecture
- Core functions and service modules
- Basic operation process
Overview of Huawei's AI Development Strategy and Full-Stack, All-Scenario AI Portfolio2%- Huawei AI development layout
- Full-stack AI technology system
- All-scenario AI solutions
Natural Language Processing Lab Guide10%- End-to-end application development
- Text preprocessing and feature engineering
- NLP model training and evaluation
Theoretical Knowledge and Applications of Speech Processing10%- Application cases
- Speech recognition and synthesis
- Speech feature extraction
- Speech signal processing foundation
Theoretical Knowledge and Applications of Image Processing26%- Image classification, detection and segmentation
- Feature extraction and representation
- Image preprocessing technology
- Typical application scenarios
Neural Network Basics4%- Common neural network structures
- Training and optimization methods
- Basic concepts of neural networks
Theoretical Knowledge and Applications of Natural Language Processing10%- Text processing and representation
- Practical application
- Language model and semantic understanding
- Machine translation, text generation and other technologies
Speech Processing Lab Guide12%- Speech data processing practice
- Application deployment and verification
- Speech model building and tuning
Huawei HCIP-AI-EI Developer V2.5 Sample Questions:

Question 1

In 2017, the Google machine translation team proposed the Transformer in their paperAttention is All You Need. The Transformer consists of an encoder and a(n) --------. (Fill in the blank.)


Question 2

What are the advantages of deep learning-based speech recognition algorithms?

A. End-to-end task processing
B. Forced alignment of annotated data
C. No data training
D. Automated feature extraction


Question 3

In NLP tasks, transformer models perform well in multiple tasks due to their self-attention mechanism and parallel computing capability. Which of the following statements about transformer models are true?

A. Multi-head attention is the core component of a transformer model. It computes multiple attention heads in parallel to capture semantic information in different subspaces.
B. A transformer model directly captures the dependency between different positions in the input sequence through the self-attention mechanism, without using the recurrent neural network (RNN) or convolutional neural network (CNN).
C. Positional encoding is optional in a transformer model because the self-attention mechanism can naturally process the order information of sequences.
D. Transformer models outperform RNN and CNN in processing long texts because they can effectively capture global dependencies.


Question 4

What type of task is viewed when using the Seq2Seq model in speech recognition?

A. Regression task
B. Classification task
C. Clustering task
D. Dimensionality reduction task


Question 5

------- is a model that uses a convolutional neural network (CNN) to classify texts.


Solutions:

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

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