Course Code: dmmlr
Duration: 14 hours
Prerequisites:

本課程是數據科學家技能集（領域： 分析技術和方法）的一部分

Overview:

R 是一種用於統計計算、數據分析和圖形的開源免費程式設計語言。R 被越來越多的公司和學術界的經理和數據分析師使用。R 具有多種用於數據挖掘的包。

Course Outline:

資料挖掘簡介和 Machine Learning

  • 統計學習與機器學習
  • 反覆運算和評估
  • 偏差-方差權衡

回歸

  • 線性回歸
  • 泛化和非線性
  • 習題

分類

  • 貝葉斯複習
  • 樸素貝葉斯
  • 二元分析
  • 邏輯回歸
  • K-最近鄰
  • 支援向量機
  • 神經網路
  • 決策樹
  • 習題

交叉驗證和重採樣

  • 交叉驗證方法
  • Bootstrap
  • 習題

無監督學習

  • K 均值聚類
  • 例子
  • 無監督學習和超越 K 均值的挑戰

高級主題

  • 集成模型
  • 混合模型
  • 提高
  • 例子

多維還原

  • 影響因數
  • 主成分分析
  • 例子
Sites Published:

United Arab Emirates - Data Mining & Machine Learning with R

Qatar - Data Mining & Machine Learning with R

Egypt - Data Mining & Machine Learning with R

Saudi Arabia - Data Mining & Machine Learning with R

South Africa - Data Mining & Machine Learning with R

Brasil - Data Mining & Machine Learning with R

Canada - Data Mining & Machine Learning with R

中国 - Data Mining & Machine Learning with R

香港 - Data Mining & Machine Learning with R

澳門 - Data Mining & Machine Learning with R

台灣 - Data Mining & Machine Learning with R

USA - Data Mining & Machine Learning with R

Österreich - Data Mining & Machine Learning with R

Schweiz - Data Mining & Machine Learning with R

Deutschland - Data Mining & Machine Learning with R

Czech Republic - Data Mining & Machine Learning with R

Denmark - Data Mining & Machine Learning with R

Estonia - Data Mining & Machine Learning with R

Finland - Data Mining & Machine Learning with R

Greece - Data Mining & Machine Learning with R

Magyarország - Data Mining & Machine Learning with R

Ireland - Data Mining & Machine Learning with R

Luxembourg - Data Mining & Machine Learning with R

Latvia - Data Mining & Machine Learning with R

España - Minería de Datos y Aprendizaje Automático con R

Italia - Data Mining & Machine Learning with R

Lithuania - Data Mining & Machine Learning with R

Nederland - Data Mining & Machine Learning with R

Norway - Data Mining & Machine Learning with R

Portugal - Data Mining & Machine Learning with R

România - Data Mining & Machine Learning with R

Sverige - Data Mining & Machine Learning with R

Türkiye - Data Mining & Machine Learning with R

Malta - Data Mining & Machine Learning with R

Belgique - Data Mining & Machine Learning avec R

France - Data Mining & Machine Learning avec R

日本 - Data Mining & Machine Learning with R

Australia - Data Mining & Machine Learning with R

Malaysia - Data Mining & Machine Learning with R

New Zealand - Data Mining & Machine Learning with R

Philippines - Data Mining & Machine Learning with R

Singapore - Data Mining & Machine Learning with R

Thailand - Data Mining & Machine Learning with R

Vietnam - Data Mining & Machine Learning with R

India - Data Mining & Machine Learning with R

Argentina - Minería de Datos y Aprendizaje Automático con R

Chile - Minería de Datos y Aprendizaje Automático con R

Costa Rica - Minería de Datos y Aprendizaje Automático con R

Ecuador - Minería de Datos y Aprendizaje Automático con R

Guatemala - Minería de Datos y Aprendizaje Automático con R

Colombia - Minería de Datos y Aprendizaje Automático con R

México - Minería de Datos y Aprendizaje Automático con R

Panama - Minería de Datos y Aprendizaje Automático con R

Peru - Minería de Datos y Aprendizaje Automático con R

Uruguay - Minería de Datos y Aprendizaje Automático con R

Venezuela - Minería de Datos y Aprendizaje Automático con R

Polska - Data Mining & Machine Learning with R

United Kingdom - Data Mining & Machine Learning with R

South Korea - Data Mining & Machine Learning with R

Pakistan - Data Mining & Machine Learning with R

Sri Lanka - Data Mining & Machine Learning with R

Bulgaria - Data Mining & Machine Learning with R

Bolivia - Minería de Datos y Aprendizaje Automático con R

Indonesia - Data Mining & Machine Learning with R

Kazakhstan - Data Mining & Machine Learning with R

Moldova - Data Mining & Machine Learning with R

Morocco - Data Mining & Machine Learning with R

Tunisia - Data Mining & Machine Learning with R

Kuwait - Data Mining & Machine Learning with R

Oman - Data Mining & Machine Learning with R

Slovakia - Data Mining & Machine Learning with R

Kenya - Data Mining & Machine Learning with R

Nigeria - Data Mining & Machine Learning with R

Botswana - Data Mining & Machine Learning with R

Slovenia - Data Mining & Machine Learning with R

Croatia - Data Mining & Machine Learning with R

Serbia - Data Mining & Machine Learning with R

Bhutan - Data Mining & Machine Learning with R

Nepal - Data Mining & Machine Learning with R

Uzbekistan - Data Mining & Machine Learning with R