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| Section | Objectives |
|---|---|
| Huawei AI Development Platform (ModelArts) | - ModelArts usage and workflow - Model training and deployment on ModelArts - Dataset management |
| Data Processing and Analysis | - Data preprocessing techniques - Feature engineering |
| AI Model Development | - Model training and evaluation - Hyperparameter tuning |
| Artificial Intelligence Fundamentals | - Deep learning fundamentals - Machine learning basics - Introduction to AI concepts |
| AI Application Deployment and Operations | - Inference service deployment - AI service monitoring and optimization |
1. The core problems of computer vision mainly include three categories: image recognition, () and image reconstruction.
2. What is the main function of the Dropout layer? (Multiple choice)
A) Dimensionality reduction
B) Preventing Overfitting
C) Feature extraction
D) Enhance generalization ability
3. The bag-of - words model is the earliest text vectorization method that uses words as the basic processing unit.
Which of the following options is not a defect of the bag-of-words model?
A) Unable to preserve order information
B) Based on the distribution hypothesis
C) There is a semantic gap
D) The curse of dimensionality
4. What does text analysis in speech synthesis include? (Multiple choice)
A) Missing Completion
B) Prosody Analysis
C) Text Normalization
D) Speech Analysis
5. What are the classifications of machine learning methods? (Multiple choice)
A) Unsupervised Learning
B) Reinforcement Learning
C) Self-supervised learning
D) Supervised Learning
E) Semi-supervised learning
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: B,D | Question # 3 Answer: B | Question # 4 Answer: B,C,D | Question # 5 Answer: A,B,C,D,E |
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