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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Natural Language Processing Theory and Applications | 10% | - BERT, GPT and pre-trained models - Text classification, NER, machine translation - RNN, LSTM, GRU, Transformer architecture - Word representation and embedding |
| Topic 2: Neural Network Basics | 4% | - Gradient descent and backpropagation - Activation functions and regularization - Basic concepts of neural networks - Multilayer Perceptron (MLP) |
| Topic 3: Natural Language Processing Lab Guide | 10% | - ModelArts NLP model training and tuning - Application integration and deployment - Text classification and NER implementation |
| Topic 4: Image Processing Theory and Applications | 26% | - Image processing fundamentals - Convolutional Neural Networks (CNN) - Image classification, object detection, segmentation - OCR and visual application development |
| Topic 5: Image Processing Lab Guide | 12% | - Object detection and segmentation practice - Ascend-based deployment - ModelArts-based image classification |
| Topic 6: Overview of ModelArts | 4% | - Data processing, training, deployment capabilities - ModelArts platform positioning and architecture - Development environment and tool usage |
| Topic 7: Speech Processing Theory and Applications | 10% | - Speech signal characteristics and processing - Automatic Speech Recognition (ASR) - Acoustic and language modeling - Text-to-Speech (TTS) technology |
| Topic 8: Speech Processing Lab Guide | 12% | - ASR and TTS service development - Huawei Cloud Speech Interaction Service - ModelArts speech application deployment |
| Topic 9: Huawei AI Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - Full-stack and all-scenario AI technology layout - Huawei AI development strategy |
In the Hidden Markov Model, which of the following options can be calculated using the Gaussian Mixture Model (GMM)?
Correct Answer: A 🗳️
For a pixel P with coordinates (x, y), P has four diagonally adjacent pixels, called diagonal neighbors. Which of the following can correctly represent the coordinates of the diagonal neighbors?
Correct Answer: B 🗳️
Deep learning model training requires a large amount of data. In actual operation, data enhancement technology can be used to randomly add normal samples to the training image data set to expand the sample size of the data set.
Correct Answer: A 🗳️
The LDA algorithm assumes that the prior distribution of topics in documents and the prior distribution of words in topics both follow the Dirichlet distribution.
Correct Answer: B 🗳️
What problems of mean filtering can Gaussian filtering overcome?
Correct Answer: C 🗳️
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