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Last Updated: Oct 08, 2026

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Huawei H13-321_V2.5 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Theoretical Knowledge and Applications of Image Processing26%- Feature extraction and representation
- Image preprocessing technology
- Image classification, detection and segmentation
- Typical application scenarios
Topic 2: 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
Topic 3: Natural Language Processing Lab Guide10%- NLP model training and evaluation
- End-to-end application development
- Text preprocessing and feature engineering
Topic 4: Image Processing Lab Guide12%- Development environment setup
- Performance optimization and testing
- Image processing model development and deployment
Topic 5: Speech Processing Lab Guide12%- Application deployment and verification
- Speech data processing practice
- Speech model building and tuning
Topic 6: Overview of ModelArts4%- ModelArts positioning and architecture
- Basic operation process
- Core functions and service modules
Topic 7: Theoretical Knowledge and Applications of Natural Language Processing10%- Machine translation, text generation and other technologies
- Practical application
- Language model and semantic understanding
- Text processing and representation
Topic 8: Theoretical Knowledge and Applications of Speech Processing10%- Speech recognition and synthesis
- Application cases
- Speech signal processing foundation
- Speech feature extraction
Topic 9: Neural Network Basics4%- Common neural network structures
- Basic concepts of neural networks
- Training and optimization methods

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

Question #1

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. Object detection
  • B. Image classification
  • C. Speech recognition
  • D. Video analytics
Reveal Solution  Discussion  0

Correct Answer: A,B,C,D  🗳️

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Question #2

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

  • A. WAV
  • B. MP3
  • C. AAC
  • D. PCM
Reveal Solution  Discussion  0

Correct Answer: A,B,D  🗳️

Explanation: Only visible for TrainingQuiz members. You can sign-up / login (it's free).

Question #3

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

  • A. The dimension for each header is calculated by dividing the original embedded dimension by the number of headers before concatenation.
  • B. The multi-head attention mechanism captures information about different subspaces within a sequence.
  • C. The concatenated output is fed directly into the multi-headed attention mechanism.
  • D. Each header's query, key, and value undergo a shared linear transformation to obtain them.
Reveal Solution  Discussion  0

Correct Answer: A,B  🗳️

Question #4

The deep neural network (DNN)-hidden Markov model (HMM) does not require the HMM-Gaussian mixture model (GMM) as an auxiliary.

  • A. FALSE
  • B. TRUE
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

In the deep neural network (DNN)-hidden Markov model (HMM), the DNN is mainly used for feature processing, while the HMM is mainly used for sequence modeling.

  • A. FALSE
  • B. TRUE
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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