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Huawei H13-321_V2.5 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| EI Model Development Fundamentals | 15% | - EI Service and Architecture - HiLens Framework and Skills - Development Environment Setup - Model Development Process |
| ModelArts Pro Development | 20% | - Hyperparameter Optimization - Inference Service Configuration - AutoML and Automatic Model Training - Model Deployment and Management |
| Natural Language Processing Application | 15% | - Named Entity Recognition - Language Model Fine-tuning - Text Preprocessing and Embedding - Text Classification Models |
| HiLens Platform Development | 20% | - Multi-modal Data Processing - Skill Development Framework - Real-time Inference Optimization - Edge Deployment Strategy |
| Deep Learning Fundamentals | 15% | - Optimization Algorithms - Training and Fine-tuning - Neural Network Basics - CNN and RNN Architectures |
| Image Recognition Application Development | 15% | - Object Detection Implementation - Image Classification Models - Image Segmentation - Transfer Learning with Pre-trained Models |
Huawei HCIP-AI-EI Developer V2.5 Sample Questions:
1. When the chi-square test is used for feature selection, SelectKBest and _____ function or class must be imported from the sklearn.feature_selection module. (Enter the function interface name.) chi2 Explanation:
In feature selection for classification tasks, thechi-square (#²)statistical test can be applied to evaluate the independence between features and target labels.
In Python's scikit-learn library, this is implemented using:
2. In the deep neural network (DNN)-hidden Markov model (HMM), the DNN is mainly used for feature processing, while the HMM is mainly used for sequence modeling.
A) TRUE
B) FALSE
3. 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
4. -------- is a text representation method based on the bag of words (BoW) model. It decomposes words into subwords and then adds the vector representations of the subwords to obtain word vectors, fully utilizing character N-gram information. (Fill in the blank.)
5. The objective of -------- is to extract and classify named entities in a text into pre-defined classes such as names, organizations, locations, time expressions, monetary values, and percentages. (Enter the abbreviation.)
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: Only visible for members | Question # 5 Answer: Only visible for members |
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