Data Mining 專項課程

於 Nov 16 開始

Data Mining 專項課程

Analyze Text, Discover Patterns, Visualize Data。 Solve real-world data mining challenges.

本專項課程介紹

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.

製作方:

courses
6 courses

按照建議的順序或選擇您自己的順序。

projects
項目

旨在幫助您實踐和應用所學到的技能。

certificates
證書

在您的簡歷和領英中展示您的新技能。

課程
Intermediate Specialization.
Some related experience required.
  1. 第 1 門課程

    数据可视化

    字幕
    英語(English), 韓語

    課程概述

    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
  2. 第 2 門課程

    Text Retrieval and Search Engines

    字幕
    英語(English)

    課程概述

    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
  3. 第 3 門課程

    Text Mining and Analytics

    字幕
    英語(English)

    課程概述

    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
  4. 第 4 門課程

    Pattern Discovery in Data Mining

    字幕
    英語(English)

    課程概述

    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
  5. 第 5 門課程

    Cluster Analysis in Data Mining

    字幕
    英語(English)

    課程概述

    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
  6. 第 6 門課程

    Data Mining Project

    計劃開課班次:Dec 3
    字幕
    英語(English)

    畢業項目介紹

    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

製作方

  • University of Illinois at Urbana-Champaign

    Founded in 1867, the University of Illinois at Urbana-Champaign pioneers innovative research that tackles global problems and expands the human experience.

    The University of Illinois at Urbana-Champaign is a world leader in research, teaching and public engagement, distinguished by the breadth of its programs, broad academic excellence, and internationally renowned faculty and alumni. Illinois serves the world by creating knowledge, preparing students for lives of impact, and finding solutions to critical societal needs.

  • John C. Hart

    John C. Hart

    Professor of Computer Science
  • Jiawei Han

    Jiawei Han

    Abel Bliss Professor
  • ChengXiang Zhai

    ChengXiang Zhai

    Professor

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