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| Section | Weight | Objectives |
|---|---|---|
| EI Model Development Fundamentals | 15% | - Development Environment Setup - EI Service and Architecture - HiLens Framework and Skills - Model Development Process |
| Image Recognition Application Development | 15% | - Image Segmentation - Image Classification Models - Object Detection Implementation - Transfer Learning with Pre-trained Models |
| Natural Language Processing Application | 15% | - Text Preprocessing and Embedding - Language Model Fine-tuning - Text Classification Models - Named Entity Recognition |
| ModelArts Pro Development | 20% | - Inference Service Configuration - Model Deployment and Management - AutoML and Automatic Model Training - Hyperparameter Optimization |
| Deep Learning Fundamentals | 15% | - Training and Fine-tuning - CNN and RNN Architectures - Optimization Algorithms - Neural Network Basics |
| HiLens Platform Development | 20% | - Real-time Inference Optimization - Edge Deployment Strategy - Multi-modal Data Processing - Skill Development Framework |
1. Which of the following is not an algorithm for training word vectors?
A) Word2Vec
B) TextCNN
C) FastText
D) BERT
2. In the field of deep learning, which of the following activation functions has a derivative not greater than 0.5?
A) Sigmoid
B) SeLU
C) ReLU
D) Tanh
3. Which of the following statements about the standard normal distribution are true?
A) The mean is 0.
B) The variance is 0.
C) The variance is 1.
D) The mean is 1.
4. Which of the following statements about the multi-head attention mechanism of the Transformer are true?
A) Each header's query, key, and value undergo a shared linear transformation to obtain them.
B) The dimension for each header is calculated by dividing the original embedded dimension by the number of headers before concatenation.
C) The concatenated output is fed directly into the multi-headed attention mechanism.
D) The multi-head attention mechanism captures information about different subspaces within a sequence.
5. Which of the following statements about the levels of natural language understanding are true?
A) Lexical analysis is to find the lexemes of a word and obtain linguistic information from them.
B) Pragmatic analysis is to study the influence of the language's external environment on the language users.
C) Semantic analysis is to analyze the structure of sentences and phrases to find out the relationship between words and phrases, as well as their functions in sentences.
D) Syntactic analysis is to find out the meaning of words, structural meaning, their combined meaning, so as to determine the true meaning or concept expressed by a language.
E) Speech analysis involves distinguishing independent phonemes from a speech stream based on phoneme rules, and then identifying syllables and their lexemes or words according to the phoneme form rules.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: A,C | Question # 4 Answer: B,D | Question # 5 Answer: A,B,E |
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