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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Huawei AI Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - Huawei AI development strategy - Full-stack and all-scenario AI technology layout |
| Topic 2: Image Processing Theory and Applications | 26% | - Convolutional Neural Networks (CNN) - OCR and visual application development - Image classification, object detection, segmentation - Image processing fundamentals |
| Topic 3: Natural Language Processing Theory and Applications | 10% | - BERT, GPT and pre-trained models - Text classification, NER, machine translation - Word representation and embedding - RNN, LSTM, GRU, Transformer architecture |
| Topic 4: Natural Language Processing Lab Guide | 10% | - Text classification and NER implementation - ModelArts NLP model training and tuning - Application integration and deployment |
| Topic 5: Neural Network Basics | 4% | - Gradient descent and backpropagation - Basic concepts of neural networks - Multilayer Perceptron (MLP) - Activation functions and regularization |
| Topic 6: Image Processing Lab Guide | 12% | - Ascend-based deployment - ModelArts-based image classification - Object detection and segmentation practice |
| Topic 7: Overview of ModelArts | 4% | - ModelArts platform positioning and architecture - Data processing, training, deployment capabilities - Development environment and tool usage |
| Topic 8: Speech Processing Theory and Applications | 10% | - Automatic Speech Recognition (ASR) - Text-to-Speech (TTS) technology - Acoustic and language modeling - Speech signal characteristics and processing |
| Topic 9: Speech Processing Lab Guide | 12% | - Huawei Cloud Speech Interaction Service - ModelArts speech application deployment - ASR and TTS service development |
1. Huawei's artificial intelligence chip is (), and the architecture adopted is () architecture
2. The denoising effect of mean filtering is better than that of Gaussian filtering for the same size.
A) True
B) False
3. The current mainstream neural network model a simulation of the connection form of the human brain.
A) True
B) False
4. The V component of the HSV color space represents the brightness (value) of the color. What is the value range?
A) 1 to 100
B) 0 to 99
C) 0 to 1
D) 0 to 100
5. Which of the following are hidden units? (Multiple choice)
A) Rectified Linear Unit (another translation method of RELU)
B) logisticsigmoid and hyperbolic tangent function
C) maxout unit
D) Borel unit
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: A,B,C,D |
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