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
  • Q & A: 62 Questions and Answers

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Huawei H13-321_V2.5 Exam Syllabus Topics:

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

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. Data augmentation
C. Using more complex models
D. Using parameter norm penalties


Question 2

Which of the following statements about the standard normal distribution are true?

A. The variance is 1.
B. The mean is 1.
C. The variance is 0.
D. The mean is 0.


Question 3

Which of the following ModelArts training parameters is used to customize hyperparameters?

A. Compute Nodes
B. Resource Pool
C. Hyperparameter
D. Algorithm Type


Question 4

Transformer models outperform LSTM when analyzing and processing long-distance dependencies, making them more effective for sequence data processing.

A. TRUE
B. FALSE


Question 5

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 applies only to grayscale images and does not apply to color images.
B. 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.
C. 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.
D. Gamma correction is an enhancement technique based on exponential transformation mapping. It is used for non-linear contrast stretching.


Solutions:

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

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