Huawei H13-321_V2.5 Q&A - in .pdf

  • H13-321_V2.5 pdf
  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
  • Updated: Sep 30, 2026
  • Q & A: 62 Questions and Answers
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  • Exam Code: H13-321_V2.5
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  • Updated: Sep 30, 2026
  • Q & A: 62 Questions and Answers
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  • Exam Code: H13-321_V2.5
  • Exam Name: HCIP-AI-EI Developer V2.5
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  • Q & A: 62 Questions and Answers
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Huawei H13-321_V2.5 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Theoretical Knowledge and Applications of Natural Language Processing10%- Text processing and representation
- Machine translation, text generation and other technologies
- Practical application
- Language model and semantic understanding
Topic 2: Overview of Huawei's AI Development Strategy and Full-Stack, All-Scenario AI Portfolio2%- Full-stack AI technology system
- Huawei AI development layout
- All-scenario AI solutions
Topic 3: Theoretical Knowledge and Applications of Speech Processing10%- Speech recognition and synthesis
- Speech feature extraction
- Application cases
- Speech signal processing foundation
Topic 4: Theoretical Knowledge and Applications of Image Processing26%- Typical application scenarios
- Image classification, detection and segmentation
- Image preprocessing technology
- Feature extraction and representation
Topic 5: Overview of ModelArts4%- Basic operation process
- ModelArts positioning and architecture
- Core functions and service modules
Topic 6: Image Processing Lab Guide12%- Image processing model development and deployment
- Development environment setup
- Performance optimization and testing
Topic 7: Neural Network Basics4%- Basic concepts of neural networks
- Common neural network structures
- Training and optimization methods
Topic 8: Speech Processing Lab Guide12%- Application deployment and verification
- Speech data processing practice
- Speech model building and tuning
Topic 9: Natural Language Processing Lab Guide10%- Text preprocessing and feature engineering
- NLP model training and evaluation
- End-to-end application development

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

Question #1

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
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #2

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. 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.
  • C. Gamma correction applies only to grayscale images and does not apply to color images.
  • 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.
Reveal Solution  Discussion  0

Correct Answer: A,B,D  🗳️

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Question #3

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

  • A. Sigmoid
  • B. Tanh
  • C. SeLU
  • D. ReLU
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #4

In natural language processing tasks, word vector evaluation is an important aspect for measuring the performance of a word embedding model. Which of the following statements about word vector evaluation are true?

  • A. Word similarity tasks typically employ manually labeled datasets to evaluate word vectors, compute the cosine similarity between word vectors, and compare it with the manual labeling result.
  • B. The word analogy task evaluates the capability of word vectors in capturing semantic relationships between words, for example, by determining whether "king - man + woman = ?" is close to "queen".
  • C. Word vector evaluation can be performed through intrinsic evaluation. Common methods include word similarity tasks and word analogy tasks.
  • D. Extrinsic evaluation is the main method used for evaluating word vectors because it directly reflects the performance of word vectors in real-world application tasks.
Reveal Solution  Discussion  0

Correct Answer: A,B,C  🗳️

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Question #5

Vision transformer (ViT) performs well in image classification tasks. Which of the following is the main advantage of ViT?

  • A. The self-attention mechanism is used to capture global features of images, improving classification accuracy.
  • B. It can handle small datasets with minimal labeling required.
  • C. It can process high-resolution images to enhance classification accuracy.
  • D. It achieves fast convergence without using pre-trained models.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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