UKC-2018-DSW

UKC 2018 Data Science Workshop related Materials

Environments

• R studio v1.1.453: https://download1.rstudio.org/RStudio-1.1.453.dmg
• R v3.5.0: https://cran.r-project.org/src/base/R-3/R-3.5.0.tar.gz
  • R packages:
    • tidyverse
    • devtools
    • futile.logger
    • lubridate
    • rmarkdown
    • reticulate
    • rvest
    • stringr
    • testthat
    • viridis

To regenerate R markdown htmls

Run following

make

Topics

Basic

• Basics of R
• Import/Export Data
• Data Cleaning
• Exploratory Data Analysis
• Visualization

Intermediate

Classification

• Multivariate regression (logistic regression)

Regression

• Random Forest