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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: ModelArts Pro Development | 20% | - AutoML and Automatic Model Training - Model Deployment and Management - Inference Service Configuration - Hyperparameter Optimization |
| Topic 2: HiLens Platform Development | 20% | - Multi-modal Data Processing - Real-time Inference Optimization - Edge Deployment Strategy - Skill Development Framework |
| Topic 3: EI Model Development Fundamentals | 15% | - Development Environment Setup - HiLens Framework and Skills - EI Service and Architecture - Model Development Process |
| Topic 4: Deep Learning Fundamentals | 15% | - CNN and RNN Architectures - Neural Network Basics - Training and Fine-tuning - Optimization Algorithms |
| Topic 5: Natural Language Processing Application | 15% | - Language Model Fine-tuning - Text Classification Models - Text Preprocessing and Embedding - Named Entity Recognition |
| Topic 6: Image Recognition Application Development | 15% | - Image Segmentation - Image Classification Models - Transfer Learning with Pre-trained Models - Object Detection Implementation |
1. The natural language processing field usually uses distributed semantic representation to represent words.
Each word is no longer a completely orthogonal 0-1 vector, but a point in a multi-dimensional real number space, which is specifically represented as a real number vector.
A) TRUE
B) FALSE
2. 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) Perspective transformation
B) Affine transformation
C) Grayscale transformation
D) Rotational transformation
3. Maximum likelihood estimation (MLE) can be used for parameter estimation in a Gaussian mixture model (GMM).
A) TRUE
B) FALSE
4. In 2017, the Google machine translation team proposed the Transformer in their paperAttention is All You Need. The Transformer consists of an encoder and a(n) --------. (Fill in the blank.)
5. Mel-frequency cepstral coefficients (MFCCs) take into account human auditory characteristics by first mapping the linear spectrum to the Mel nonlinear spectrum based on auditory perception, and then converting it to the cepstral domain.
A) TRUE
B) FALSE
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B,D | Question # 3 Answer: A | Question # 4 Answer: Only visible for members | Question # 5 Answer: A |
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