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Huawei H13-321_V2.5 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Theoretical Knowledge and Applications of Natural Language Processing | 10% | - Language model and semantic understanding - Text processing and representation - Machine translation, text generation and other technologies - Practical application |
| Topic 2: Overview of Huawei's AI Development Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - All-scenario AI solutions - Full-stack AI technology system - Huawei AI development layout |
| Topic 3: Speech Processing Lab Guide | 12% | - Speech data processing practice - Application deployment and verification - Speech model building and tuning |
| Topic 4: Theoretical Knowledge and Applications of Image Processing | 26% | - Typical application scenarios - Image classification, detection and segmentation - Feature extraction and representation - Image preprocessing technology |
| Topic 5: Neural Network Basics | 4% | - Training and optimization methods - Basic concepts of neural networks - Common neural network structures |
| Topic 6: Theoretical Knowledge and Applications of Speech Processing | 10% | - Application cases - Speech feature extraction - Speech signal processing foundation - Speech recognition and synthesis |
| Topic 7: Image Processing Lab Guide | 12% | - Image processing model development and deployment - Performance optimization and testing - Development environment setup |
| Topic 8: Natural Language Processing Lab Guide | 10% | - Text preprocessing and feature engineering - End-to-end application development - NLP model training and evaluation |
| Topic 9: Overview of ModelArts | 4% | - Basic operation process - Core functions and service modules - ModelArts positioning and architecture |
Huawei HCIP-AI-EI Developer V2.5 Sample Questions:
1. When the chi-square test is used for feature selection, SelectKBest and _____ function or class must be imported from the sklearn.feature_selection module. (Enter the function interface name.) chi2 Explanation:
In feature selection for classification tasks, thechi-square (#²)statistical test can be applied to evaluate the independence between features and target labels.
In Python's scikit-learn library, this is implemented using:
2. Which of the following is a learning algorithm used for Markov chains?
A) Exhaustive search
B) Baum-Welch algorithm
C) Viterbi algorithm
D) Forward-backward algorithm
3. Overfitting is a condition where a model is overly simple and excessive generalization errors occur.
A) FALSE
B) TRUE
4. What type of task is viewed when using the Seq2Seq model in speech recognition?
A) Clustering task
B) Regression task
C) Classification task
D) Dimensionality reduction task
5. A text classification task has only one final output, while a sequence labeling task has an output in each input position.
A) FALSE
B) TRUE
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: B |
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