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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% | - OCR and visual application development - Image processing fundamentals - Image classification, object detection, segmentation - Convolutional Neural Networks (CNN) |
| Topic 3: Neural Network Basics | 4% | - Activation functions and regularization - Multilayer Perceptron (MLP) - Basic concepts of neural networks - Gradient descent and backpropagation |
| 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: Speech Processing Lab Guide | 12% | - ASR and TTS service development - Huawei Cloud Speech Interaction Service - ModelArts speech application deployment |
| Topic 6: Speech Processing Theory and Applications | 10% | - Acoustic and language modeling - Text-to-Speech (TTS) technology - Automatic Speech Recognition (ASR) - Speech signal characteristics and processing |
| Topic 7: Natural Language Processing Theory and Applications | 10% | - BERT, GPT and pre-trained models - RNN, LSTM, GRU, Transformer architecture - Text classification, NER, machine translation - Word representation and embedding |
| Topic 8: Image Processing Lab Guide | 12% | - ModelArts-based image classification - Ascend-based deployment - Object detection and segmentation practice |
| Topic 9: Overview of ModelArts | 4% | - Development environment and tool usage - Data processing, training, deployment capabilities - ModelArts platform positioning and architecture |
1. Set the reset gate of GRU to 1 and the update gate to ________, then you will get the standard RNN model.
2. In which of the following fields does the convolutional neural network perform well?
A) Knowledge Graph
B) Machine Translation
C) Computer Vision
D) Speech Recognition
3. Which of the following are the request methods of REST API? (Multiple choice)
A) GET
B) POST
C) PUT
D) PATCH
E) DELET
4. On October 10, 2018, Huawei released a full-scenario AI solution. What does Huawei's full-stack solution specifically include? (Multiple choice)
A) CANN
B) MindSpore
C) Application Enablement
D) Ascend
5. Which of the following options is the API corresponding to the speech synthesis interface?
A) GET v1.0/voice/ ttl
B) POST v1.0/voice/ tts
C) POST v1.0/voice/ ttl
D) GET v1.0/voice/ tts
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: C | Question # 3 Answer: A,B,C,D,E | Question # 4 Answer: A,B,C,D | Question # 5 Answer: B |
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