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| Section | Weight | Objectives |
|---|---|---|
| Natural Language Processing (NLP) | 20% | - NLP Lab Guide - NLP Theory and Applications |
| AI Fundamentals and Neural Networks | 4% | - Neural Network Basics |
| Huawei AI Ecosystem and ModelArts | 16% | - Huawei AI Strategy and Ecosystem Overview - ModelArts Lab Guide - ModelArts Platform Overview |
| Speech Processing | 22% | - Speech Processing Lab Guide - Speech Processing Theory and Applications |
| Computer Vision (Image Processing) | 26% | - Image Processing Theory and Applications
|
1. What are the models used in traditional speech recognition? (Multiple choice)
A) HMM-GMM
B) SSD
C) GMM
D) HMM
2. Transfer learning is a machine learning method in which a pre-trained model is reused in another task.
A) True
B) False
3. What are the basic steps of the EM algorithm? (Multiple choice)
A) E-step and M-step
B) Iterate until convergence
C) Solve equations
D) Initialization parameters
4. What are the DNN model acceleration methods? (Multiple choice)
A) Scaling up the model
B) Multi-GPU Backpropagation
C) Asynchronous Stochastic Gradient Descent
D) Reduce the size of the model
5. What is the role of ModelArts development environment?
A) Data preparation
B) Training
C) Prediction
D) Code Prediction
Solutions:
| Question # 1 Answer: A,C,D | Question # 2 Answer: A | Question # 3 Answer: A,B,D | Question # 4 Answer: B,C,D | Question # 5 Answer: D |
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