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Huawei H13-321_V2.5 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Overview of ModelArts | 4% | - Core functions and service modules - Basic operation process - ModelArts positioning and architecture |
| Theoretical Knowledge and Applications of Image Processing | 26% | - Feature extraction and representation - Typical application scenarios - Image preprocessing technology - Image classification, detection and segmentation |
| Natural Language Processing Lab Guide | 10% | - End-to-end application development - NLP model training and evaluation - Text preprocessing and feature engineering |
| Speech Processing Lab Guide | 12% | - Application deployment and verification - Speech data processing practice - Speech model building and tuning |
| Theoretical Knowledge and Applications of Natural Language Processing | 10% | - Practical application - Language model and semantic understanding - Text processing and representation - Machine translation, text generation and other technologies |
| Overview of Huawei's AI Development Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - Huawei AI development layout - Full-stack AI technology system - All-scenario AI solutions |
| Theoretical Knowledge and Applications of Speech Processing | 10% | - Application cases - Speech recognition and synthesis - Speech signal processing foundation - Speech feature extraction |
| Image Processing Lab Guide | 12% | - Performance optimization and testing - Image processing model development and deployment - Development environment setup |
| Neural Network Basics | 4% | - Common neural network structures - Basic concepts of neural networks - Training and optimization methods |
Huawei HCIP-AI-EI Developer V2.5 Sample Questions:
Question 1
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. In shallow networks, residual connections are beneficial, but they aggravate the vanishing gradient problem in deep networks.
C. Residual connections and layer normalization help prevent vanishing gradients and exploding gradients in deep networks.
D. Residual connections primarily add depth to the model but do not aid in gradient propagation.
Question 2
In the field of deep learning, which of the following activation functions has a derivative not greater than 0.5?
A. Tanh
B. SeLU
C. Sigmoid
D. ReLU
Question 3
In an HSV color space, H is for hue, S is for saturation, and V is for value. Which of the following statements about the HSV color space are true?
A. Hue indicates the basic color attributes, such as red, green, and blue.
B. The HSV color space perceives colors differently from human eyes, so it is not suitable for image segmentation or color analysis.
C. Saturation describes how vivid the color is. The lower the saturation, the closer the color is to gray. The higher the saturation, the more vivid the color.
D. Value is a measure of brightness. The image brightness can be enhanced by processing the V component of the HSV color space.
Question 4
The basic operations of morphological processing include dilation and erosion. These operations can be combined to achieve practical algorithms such as opening and closing operations.
A. TRUE
B. FALSE
Question 5
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. 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".
B. 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.
C. 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.
D. Word vector evaluation can be performed through intrinsic evaluation. Common methods include word similarity tasks and word analogy tasks.
Solutions:
| Question 1 Answer: C | Question 2 Answer: C | Question 3 Answer: A,C,D | Question 4 Answer: A | Question 5 Answer: A,C,D |



