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Huawei H13-321_V2.5 Exam Syllabus Topics:

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

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

Which of the following statements about the levels of natural language understanding are true?

  • A. 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.
  • B. 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.
  • C. 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.
  • D. Lexical analysis is to find the lexemes of a word and obtain linguistic information from them.
  • E. Pragmatic analysis is to study the influence of the language's external environment on the language users.
Reveal Solution  Discussion  0

Correct Answer: B,D,E  🗳️

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The accuracy of object location detection can be evaluated using the intersection over union (IoU) value, which is a ratio. The denominator is the overlapping area between the prediction bounding box and ground truth bounding box, and the numerator is the area of union encompassed by both boxes.

  • A. FALSE
  • B. TRUE
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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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. FALSE
  • B. TRUE
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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

  • A. FALSE
  • B. TRUE
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Which of the following methods are useful when tackling overfitting?

  • A. Data augmentation
  • B. Using more complex models
  • C. Using parameter norm penalties
  • D. Using dropout during model training
Reveal Solution  Discussion  0

Correct Answer: A,C,D  🗳️

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