Data Mining 专项课程
Analyze Text, Discover Patterns, Visualize Data。Solve real-world data mining challenges.
本专项课程介绍
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.
制作方：
6 courses
按照建议的顺序或选择您自己的顺序。
项目
旨在帮助您实践和应用所学到的技能。
证书
在您的简历和领英中展示您的新技能。
课程
- Intermediate Specialization.
- Some related experience required.
第 1 门课程
数据可视化
- 字幕
- English, Korean
课程概述
这这一课程中，我们将学习数据挖掘的基本概念及其基础的方法和应用，然后深入到数据挖掘的子领域——模式发现中，深入学习模式发现的概念、方法，及应用。我们也将介绍基于模式进行分类的方法以及一些模式发现有趣的应用。这一课程将给你提供学习技能和实践的机会，将可扩展的模式发现方法应用在在大体量交易数据上，讨论模式评估指标，以及学习用于挖掘各类不您可以选择只参加本课程。 了解更多。
第 2 门课程
Text Retrieval and Search Engines
- 字幕
- English
课程概述
Recent years have seen a dramatic growth of natural language text data, including web pages, news articles, scientific literature, emails, enterprise documents, and social media such as blog articles, forum posts, product reviews, and tweets. Text dat您可以选择只参加本课程。 了解更多。
第 3 门课程
Text Mining and Analytics
- 字幕
- English
课程概述
This course will cover the major techniques for mining and analyzing text data to discover interesting patterns, extract useful knowledge, and support decision making, with an emphasis on statistical approaches that can be generally applied to arbi您可以选择只参加本课程。 了解更多。
第 4 门课程
Pattern Discovery in Data Mining
- 字幕
- English
课程概述
这这一课程中，我们将学习数据挖掘的基本概念及其基础的方法和应用，然后深入到数据挖掘的子领域——模式发现中，学习模式发现深入的概念、方法，及应用。我们也将介绍基于模式进行分类的方法以及一些模式发现有趣的应用。这一课程将给你提供学习技能和实践的机会，将可扩展的模式发现方法应用在在大体量交易数据上，讨论模式评估指标，以及学习用于挖掘各类不您可以选择只参加本课程。 了解更多。
第 5 门课程
Cluster Analysis in Data Mining
- 字幕
- English
课程概述
Discover the basic concepts of cluster analysis, and then study a set of typical clustering methodologies, algorithms, and applications. This includes partitioning methods such as k-means, hierarchical methods such as BIRCH, and density-based me您可以选择只参加本课程。 了解更多。
第 6 门课程
Data Mining Project
计划开课班次：Dec 3- 字幕
- English
毕业项目介绍
Note: You should complete all the other courses in this Specialization before beginning this course. This six-week long Project course of the Data Mining Specialization will allow you to apply the learned algorithms and techniques for data mining fro您可以选择只参加本课程。 了解更多。
制作方
John C. Hart
Professor of Computer Science
Jiawei Han
Abel Bliss Professor
ChengXiang Zhai
Professor
FAQs
More questions? Visit the Learner Help Center.
