StatMLDM

我用來教授統計、機器學習與資料探勘的教材

安裝Swirl課程

• 請檢查是否使用http://wush978.github.io上的swirl套件：

tryCatch({
  # Error if we need to install swirl
  if (!"swirl" %in% rownames(installed.packages())) stop("install swirl")
  if (packageVersion("swirl") < package_version("101.3.1.5")) stop("install swirl")
}, error = function(e) {
  if (conditionMessage(e) == "install swirl") {
    install.packages("swirl", repos = "http://wush978.github.io/R")
  }
})

• 載入swirl，並且安裝課程

library(swirl)
install_course_github("wush978", "StatMLDM", "course")

• 如果安裝有問題，請清空過往課程

library(swirl)
delete_progress("user_name") # 修該user_name成為同學的暱稱
uninstall_all_courses() # 移除所有舊課程
install_course_github("wush978", "StatMLDM", "course")

課程投影片

• Statistics
• Data Mining
• Machine Learning

課程筆記(版本：fd25508a)

• RDataMining-01-Association-Rule
• RDataMining-02-Clustering
• RDataMining-03-Classification
• RDataMining-04-Text-Mining
• RMachineLearning-01-Linear-Model
• RMachineLearning-02-Generalized-Linear-Model
• RMachineLearning-03-Regularization
• RMachineLearning-04-Support-Vector-Machine
• RMachineLearning-05-Decision-Tree
• RMachineLearning-06-Gradient-Boosted-Decision-Tree
• RMachineLearning-07-Challenge
• RStatistics-01-EDA
• RStatistics-02-MonteCarlo
• RStatistics-03-AB-Testing