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Huawei H13-321_V2.5 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Natural Language Processing Application15%- Language Model Fine-tuning
- Named Entity Recognition
- Text Classification Models
- Text Preprocessing and Embedding
Topic 2: EI Model Development Fundamentals15%- HiLens Framework and Skills
- EI Service and Architecture
- Development Environment Setup
- Model Development Process
Topic 3: Image Recognition Application Development15%- Image Segmentation
- Image Classification Models
- Object Detection Implementation
- Transfer Learning with Pre-trained Models
Topic 4: Deep Learning Fundamentals15%- Neural Network Basics
- Training and Fine-tuning
- CNN and RNN Architectures
- Optimization Algorithms
Topic 5: HiLens Platform Development20%- Skill Development Framework
- Real-time Inference Optimization
- Multi-modal Data Processing
- Edge Deployment Strategy
Topic 6: ModelArts Pro Development20%- Model Deployment and Management
- Hyperparameter Optimization
- Inference Service Configuration
- AutoML and Automatic Model Training

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

1. In the deep neural network (DNN)-hidden Markov model (HMM), the DNN is mainly used for feature processing, while the HMM is mainly used for sequence modeling.

A) TRUE
B) FALSE


2. 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


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


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

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


5. Maximum likelihood estimation (MLE) can be used for parameter estimation in a Gaussian mixture model (GMM).

A) TRUE
B) FALSE


Solutions:

Question # 1
Answer: A
Question # 2
Answer: B
Question # 3
Answer: Only visible for members
Question # 4
Answer: A
Question # 5
Answer: A

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