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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Natural Language Processing Theory and Applications | 10% | - BERT, GPT and pre-trained models - Word representation and embedding - RNN, LSTM, GRU, Transformer architecture - Text classification, NER, machine translation |
| Topic 2: Overview of ModelArts | 4% | - Data processing, training, deployment capabilities - Development environment and tool usage - ModelArts platform positioning and architecture |
| Topic 3: Speech Processing Theory and Applications | 10% | - Acoustic and language modeling - Automatic Speech Recognition (ASR) - Speech signal characteristics and processing - Text-to-Speech (TTS) technology |
| Topic 4: Image Processing Lab Guide | 12% | - ModelArts-based image classification - Ascend-based deployment - Object detection and segmentation practice |
| Topic 5: Image Processing Theory and Applications | 26% | - Convolutional Neural Networks (CNN) - OCR and visual application development - Image classification, object detection, segmentation - Image processing fundamentals |
| Topic 6: Neural Network Basics | 4% | - Multilayer Perceptron (MLP) - Activation functions and regularization - Basic concepts of neural networks - Gradient descent and backpropagation |
| Topic 7: Speech Processing Lab Guide | 12% | - ASR and TTS service development - Huawei Cloud Speech Interaction Service - ModelArts speech application deployment |
| Topic 8: Natural Language Processing Lab Guide | 10% | - Application integration and deployment - ModelArts NLP model training and tuning - Text classification and NER implementation |
| Topic 9: Huawei AI Strategy and Full-Stack, All-Scenario AI Portfolio | 2% | - Huawei AI development strategy - Full-stack and all-scenario AI technology layout |
1. Huawei Cloud EI Enterprise Intelligence provides a variety of efficient services. Which of the following is the correct specific process for users to use the services?
A) Get request authentication - Apply for service - View service usage information - Call API
B) Get request authentication - Apply for service - Call API - View service usage information
C) Apply for service-obtain request authentication-call API-view service usage information
D) Apply for service - Call API - Obtain request authentication - View service usage information
2. From which channels can image classification data for automatic learning be obtained? (Multiple choice)
A) Upload from the web page
B) Import from ModelArts Marketplace
C) Load from other cloud service providers' storage services
D) Upload from OBS
3. If a model has a small deviation and a large variance on the test set, which of the following does it belong to?
A) Exact fit
B) Underfitting
C) Overfitting
D) It may be overfitting or underfitting
4. Huawei Cloud EI provides a RESTful API. Which of the following options is a method for requesting the server to return a specified resource?
A) Attach
B) PUT
C) GET
D) POST
5. The (swish) function is obtained by (), so it does not need to be obtained through inferential calculation.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: B,C,D | Question # 3 Answer: C | Question # 4 Answer: C | Question # 5 Answer: Only visible for members |
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