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Last Updated: Sep 12, 2026
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: EI Model Development Fundamentals | 15% | - Development Environment Setup - EI Service and Architecture - Model Development Process - HiLens Framework and Skills |
| Topic 2: Image Recognition Application Development | 15% | - Transfer Learning with Pre-trained Models - Image Classification Models - Image Segmentation - Object Detection Implementation |
| Topic 3: Natural Language Processing Application | 15% | - Text Classification Models - Named Entity Recognition - Language Model Fine-tuning - Text Preprocessing and Embedding |
| Topic 4: HiLens Platform Development | 20% | - Skill Development Framework - Real-time Inference Optimization - Edge Deployment Strategy - Multi-modal Data Processing |
| Topic 5: Deep Learning Fundamentals | 15% | - CNN and RNN Architectures - Training and Fine-tuning - Optimization Algorithms - Neural Network Basics |
| Topic 6: ModelArts Pro Development | 20% | - Inference Service Configuration - AutoML and Automatic Model Training - Hyperparameter Optimization - Model Deployment and Management |
In the field of deep learning, which of the following activation functions has a derivative not greater than 0.5?
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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?
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Which of the following is not an algorithm for training word vectors?
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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.)
Decoder
Explanation:
The Seq2Seq architecture is widely used in machine translation, speech recognition, and other NLP tasks. It consists of:
* Encoder:Processes the input sequence and encodes it into a fixed-length context vector containing semantic information.
* Decoder:Uses this context vector to generate the target output sequence step by step.
Exact Extract from HCIP-AI EI Developer V2.5:
"Seq2Seq models consist of an encoder and a decoder. The encoder transforms the input into a context vector, which the decoder uses to generate the output sequence." Reference:HCIP-AI EI Developer V2.5 Official Study Guide - Chapter: Encoder-Decoder Architecture
In 2017, the Google machine translation team proposed the Transformer in their paperAttention is All You Need. In a Transformer model, there is customized LSTM with CNN layers.
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