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Huawei H13-321_V2.5 Exam Syllabus Topics:

SectionWeightObjectives
EI Model Development Fundamentals15%- Development Environment Setup
- Model Development Process
- HiLens Framework and Skills
- EI Service and Architecture
ModelArts Pro Development20%- Inference Service Configuration
- Model Deployment and Management
- AutoML and Automatic Model Training
- Hyperparameter Optimization
Natural Language Processing Application15%- Named Entity Recognition
- Text Classification Models
- Text Preprocessing and Embedding
- Language Model Fine-tuning
HiLens Platform Development20%- Skill Development Framework
- Real-time Inference Optimization
- Edge Deployment Strategy
- Multi-modal Data Processing
Deep Learning Fundamentals15%- Optimization Algorithms
- Training and Fine-tuning
- Neural Network Basics
- CNN and RNN Architectures
Image Recognition Application Development15%- Image Classification Models
- Object Detection Implementation
- Transfer Learning with Pre-trained Models
- Image Segmentation

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

Question 1

The U-Net uses an upsampling mechanism and has a fully-connected layer.

A. TRUE
B. FALSE


Question 2

The attention mechanism in foundation model architectures allows the model to focus on specific parts of the input data. Which of the following steps are key components of a standard attention mechanism?

A. Apply a non-linear mapping to the result obtained after the weighted summation.
B. Calculate the dot product similarity between the query and key vectors to obtain attention scores.
C. Normalize the attention scores to obtain attention weights.
D. Compute the weighted sum of the value vectors using the attention weights.


Question 3

The image saturation can be enhanced by processing the ________ component of the HSV color space. (Enter H, S, or V.)


Question 4

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

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


Question 5

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


Solutions:

Question 1
Answer: B
Question 2
Answer: B,C,D
Question 3
Answer: Only visible for members
Question 4
Answer: A,C
Question 5
Answer: A

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