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Huawei H13-321_V2.5 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Deep Learning Fundamentals | 15% | - Neural Network Basics - Optimization Algorithms - CNN and RNN Architectures - Training and Fine-tuning |
| Topic 2: HiLens Platform Development | 20% | - Edge Deployment Strategy - Multi-modal Data Processing - Real-time Inference Optimization - Skill Development Framework |
| Topic 3: Natural Language Processing Application | 15% | - Text Preprocessing and Embedding - Named Entity Recognition - Text Classification Models - Language Model Fine-tuning |
| Topic 4: ModelArts Pro Development | 20% | - Hyperparameter Optimization - Model Deployment and Management - AutoML and Automatic Model Training - Inference Service Configuration |
| Topic 5: Image Recognition Application Development | 15% | - Object Detection Implementation - Image Classification Models - Transfer Learning with Pre-trained Models - Image Segmentation |
| Topic 6: EI Model Development Fundamentals | 15% | - EI Service and Architecture - HiLens Framework and Skills - Development Environment Setup - Model Development Process |
Huawei HCIP-AI-EI Developer V2.5 Sample Questions:
Question 1
How many parameters need to be learned when a 3 × 3 convolution kernel is used to perform the convolution operation on two three-channel color images?
A. 9
B. 28
C. 10
D. 55
Question 2
When training a deep neural network model, a loss function measures the difference between the model's predictions and the actual labels.
A. TRUE
B. FALSE
Question 3
In the field of deep learning, which of the following activation functions has a derivative not greater than 0.5?
A. Tanh
B. Sigmoid
C. SeLU
D. ReLU
Question 4
Which of the following statements about the levels of natural language understanding are true?
A. Lexical analysis is to find the lexemes of a word and obtain linguistic information from them.
B. Syntactic analysis is to find out the meaning of words, structural meaning, their combined meaning, so as to determine the true meaning or concept expressed by a language.
C. Pragmatic analysis is to study the influence of the language's external environment on the language users.
D. Semantic analysis is to analyze the structure of sentences and phrases to find out the relationship between words and phrases, as well as their functions in sentences.
E. Speech analysis involves distinguishing independent phonemes from a speech stream based on phoneme rules, and then identifying syllables and their lexemes or words according to the phoneme form rules.
Question 5
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. Value is a measure of brightness. The image brightness can be enhanced by processing the V component of the HSV color space.
B. The HSV color space perceives colors differently from human eyes, so it is not suitable for image segmentation or color analysis.
C. Hue indicates the basic color attributes, such as red, green, and blue.
D. 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.
Solutions:
| Question 1 Answer: B | Question 2 Answer: A | Question 3 Answer: B | Question 4 Answer: A,C,E | Question 5 Answer: A,C,D |




