Course Code: dataminr
Duration: 14 hours
Prerequisites:

Good R 知识。

Overview:

R是一种用于统计计算，数据分析和图形的开源免费编程语言。 R被企业和学术界内越来越多的经理和数据分析师使用。 R有各种各样的数据挖掘包。

Course Outline:

方法来源

  • 人工智能
  • 机器学习
  • Statistics
  • 数据来源

数据预处理

  • 数据导入/导出
  • 数据探索与可视化
  • 降维
  • 处理缺失值
  • R包

数据挖掘主要任务

  • 大量数据的自动或半自动分析
  • 提取先前未知的有趣模式
    • 数据记录组（聚类分析）
    • 异常记录（异常检测）
    • 依赖关系（关联规则挖掘）

数据挖掘

  • 异常检测（离群点/变化/偏差检测）
  • 关联规则学习（依赖建模）
  • 聚类
  • 分类
  • 回归
  • 摘要
  • 频繁模式挖掘
  • 文本挖掘
  • 决策树
  • 回归
  • Neural Networks
  • 序列挖掘
  • 频繁模式挖掘

数据挖掘、数据钓鱼、数据窥探

Sites Published:

United Arab Emirates - Data Mining with R

Qatar - Data Mining with R

Egypt - Data Mining with R

Saudi Arabia - Data Mining with R

South Africa - Data Mining with R

Brasil - Mineração de Dados com R

Canada - Data Mining with R

中国 - Data Mining with R

香港 - Data Mining with R

澳門 - Data Mining with R

台灣 - Data Mining with R

USA - Data Mining with R

Österreich - Data Mining with R

Schweiz - Data Mining with R

Deutschland - Data Mining with R

Czech Republic - Data Mining with R

Denmark - Data Mining with R

Estonia - Data Mining with R

Finland - Data Mining with R

Greece - Data Mining with R

Magyarország - Data Mining with R

Ireland - Data Mining with R

Luxembourg - Data Mining with R

Latvia - Data Mining with R

España - Minería de Datos con R

Italia - Data Mining with R

Lithuania - Data Mining with R

Nederland - Data Mining with R

Norway - Data Mining with R

Portugal - Mineração de Dados com R

România - Data Mining with R

Sverige - Data Mining with R

Türkiye - Data Mining with R

Malta - Data Mining with R

Belgique - Data Mining with R

France - Data Mining with R

日本 - Data Mining with R

Australia - Data Mining with R

Malaysia - Data Mining with R

New Zealand - Data Mining with R

Philippines - Data Mining with R

Singapore - Data Mining with R

Thailand - Data Mining with R

Vietnam - Data Mining with R

India - Data Mining with R

Argentina - Minería de Datos con R

Chile - Minería de Datos con R

Costa Rica - Minería de Datos con R

Ecuador - Minería de Datos con R

Guatemala - Minería de Datos con R

Colombia - Minería de Datos con R

México - Minería de Datos con R

Panama - Minería de Datos con R

Peru - Minería de Datos con R

Uruguay - Minería de Datos con R

Venezuela - Minería de Datos con R

Polska - Data Mining z wykorzystaniem R

United Kingdom - Data Mining with R

South Korea - Data Mining with R

Pakistan - Data Mining with R

Sri Lanka - Data Mining with R

Bulgaria - Data Mining with R

Bolivia - Minería de Datos con R

Indonesia - Data Mining with R

Kazakhstan - Data Mining with R

Moldova - Data Mining with R

Morocco - Data Mining with R

Tunisia - Data Mining with R

Kuwait - Data Mining with R

Oman - Data Mining with R

Slovakia - Data Mining with R

Kenya - Data Mining with R

Nigeria - Data Mining with R

Botswana - Data Mining with R

Slovenia - Data Mining with R

Croatia - Data Mining with R

Serbia - Data Mining with R

Bhutan - Data Mining with R

Nepal - Data Mining with R

Uzbekistan - Data Mining with R