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游得过 · 2024年04月21日

text problem formulation是什么,什么时候用到

* 问题详情,请 查看题干

NO.PZ202208300200000502

问题如下:

The Dataset 2 collection process is most likely part of which Text ML Model-Building Step:

选项:

A.data (text) curation. B.text problem formulation. C.text preparation and wrangling.

解释:

Solution

A is correct. The process of gathering relevant external text data via web services or web-spidering (scraping or crawling) programs that extract raw content from a source is known as data (text) curation, which is Step 2 of the Text ML Model-Building Steps.

B is incorrect. Text problem formulation, which is Step 1 of the Text ML Model-Building Steps, is the process of determining how to formulate the text classification problem and identifying the exact inputs and outputs for the model.

C is incorrect. Text preparation and wrangling, which is Step 3 of the Text ML Model-Building Steps, are the cleansing and preprocessing tasks necessary to convert streams of unstructured data into a format that is usable by traditional modeling methods designed for structured inputs.

text problem formulation是什么,什么时候用到

1 个答案

袁园_品职助教 · 2024年04月21日

嗨,从没放弃的小努力你好:


text problem formulation是文本分析问题的建立是机器学习模型建设步骤中的第一步。

主要包括:

1.问题定义:确定问题类型(例如,是分类问题、回归问题还是聚类问题)。

2.确定输入和输出:

输入:确定模型需要处理的数据类型和形式,例如,文本数据可能是社交媒体帖子、新闻文章、产品评论等。

输出:明确模型需要预测或分类的结果,如情感标签(正面、负面)、文档主题或类别等。

基础班讲义P309


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