Course Code: dataminr
Duration: 14 hours
Prerequisites:

Good R 知识。

Overview:

R是一種用於統計計算，數據分析和圖形的開源免費編程語言。 R被企業和學術界內越來越多的經理和數據分析師使用。 R有各種各樣的數據挖掘包。

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:

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