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
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