Data Mining Specialization

开始时间: 12/21/2023 持续时间: Approximately 8 months to complete Suggested pace of 4 hours/week

所在平台: Coursera专项课程

课程类别: 计算机科学

大学或机构: CourseraNew

课程主页: https://www.coursera.org/specializations/data-mining

课程评论: 1 个评论

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课程详情

The Data Mining Specialization teaches data mining techniques for both structured data which conform to a clearly defined schema, and unstructured data which exist in the form of natural language text. Specific course topics include pattern discovery, clustering, text retrieval, text mining and analytics, and data visualization. The Capstone project task is to solve real-world data mining challenges using a restaurant review data set from Yelp. Courses 2 - 5 of this Specialization form the lecture component of courses in the online Master of Computer Science Degree in Data Science. You can apply to the degree program either before or after you begin the Specialization.

数据挖掘专长:数据挖掘专长教授针对符合清晰定义的架构的结构化数据和以自然语言文本形式存在的非结构化数据的数据挖掘技术。具体的课程主题包括模式发现,群集,文本检索,文本挖掘和分析以及数据可视化。 Capstone项目的任务是使用Yelp的餐厅评论数据集解决现实世界中的数据挖掘难题。 本专业的课程2-5构成了在线在线数据科学计算机科学硕士学位课程的授课内容。您可以在开始专业化之前或之后申请学位课程。

课程大纲

Course Link: https://www.coursera.org/learn/datavisualization

Name:Data Visualization

Description:Offered by University of Illinois at Urbana-Champaign. Learn the general concepts of data mining along with basic methodologies and ... Enroll for free.

Course Link: https://www.coursera.org/learn/text-retrieval

Name:Text Retrieval and Search Engines

Description:Offered by University of Illinois at Urbana-Champaign. Recent years have seen a dramatic growth of natural language text data, including web ... Enroll for free.

Course Link: https://www.coursera.org/learn/text-mining

Name:Text Mining and Analytics

Description:Offered by University of Illinois at Urbana-Champaign. This course will cover the major techniques for mining and analyzing text data to ... Enroll for free.

Course Link: https://www.coursera.org/learn/data-patterns

Name:Pattern Discovery in Data Mining

Description:Offered by University of Illinois at Urbana-Champaign. Learn the general concepts of data mining along with basic methodologies and ... Enroll for free.

Course Link: https://www.coursera.org/learn/cluster-analysis

Name:Cluster Analysis in Data Mining

Description:Offered by University of Illinois at Urbana-Champaign. Discover the basic concepts of cluster analysis, and then study a set of typical ... Enroll for free.

Course Link: https://www.coursera.org/learn/data-mining-project

Name:Data Mining Project

Description:Offered by University of Illinois at Urbana-Champaign. Note: You should complete all the other courses in this Specialization before ... Enroll for free.

课程评论(1条)

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随风渐入醉 2018-02-28 07:58 0 票支持; 0 票反对

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课程简介

伊利诺伊大学香槟分校的数据挖掘专项课程系列(Data Mining Specialization),这个系列包含5门子课程和1个毕业项目课程,涵盖数据可视化,信息检索,文本挖掘与分析,模式发现和聚类分析等,感兴趣的同学可以关注:Data Mining Specialization-Analyze Text, Discover Patterns, Visualize Data. Solve real-world data mining challenges.

课程标签

模式发现 数据挖掘 聚类分析 数据挖掘课程 数据挖掘公开课 数据挖掘专项课程 数据可视化 文本挖掘 信息检索

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