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| Section | Weight | Objectives |
|---|---|---|
| Deep Learning Fundamentals | 15% | - CNN and RNN Architectures - Optimization Algorithms - Training and Fine-tuning - Neural Network Basics |
| Natural Language Processing Application | 15% | - Named Entity Recognition - Text Classification Models - Text Preprocessing and Embedding - Language Model Fine-tuning |
| ModelArts Pro Development | 20% | - Model Deployment and Management - Inference Service Configuration - Hyperparameter Optimization - AutoML and Automatic Model Training |
| EI Model Development Fundamentals | 15% | - EI Service and Architecture - HiLens Framework and Skills - Model Development Process - Development Environment Setup |
| HiLens Platform Development | 20% | - Skill Development Framework - Multi-modal Data Processing - Real-time Inference Optimization - Edge Deployment Strategy |
| Image Recognition Application Development | 15% | - Object Detection Implementation - Transfer Learning with Pre-trained Models - Image Classification Models - Image Segmentation |
1. The deep neural network (DNN)-hidden Markov model (HMM) does not require the HMM-Gaussian mixture model (GMM) as an auxiliary.
A) TRUE
B) FALSE
2. Which of the following has never been used as a method in the history of NLP?
A) Statistics-based method
B) Deep learning-based method
C) Rule-based method
D) Recursion-based method
3. John wants to deploy a large model locally to implement the Q&A assistant function for his company. Which of the following factors is unnecessary for John to consider?
A) Demand for computing power
B) Output delay
C) Model security
D) Model development framework
4. If a scanned document is not properly placed, and the text is tilted, it is difficult to recognize the characters in the document. Which of the following techniques can be used for correction in this case?
A) Affine transformation
B) Perspective transformation
C) Grayscale transformation
D) Rotational transformation
5. Seq2Seq is a model that translates one sequence into another sequence, essentially consisting of two recurrent neural networks (RNNs), one is the Encoder, and the other is the ---------. (Fill in the blank.)
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: A,D | Question # 5 Answer: Only visible for members |
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