Welcome to Sta-230, Introduction to Data Science.

Topic Rmd Data Resources Other
Intro to Data Science .Rmd NYPD App
Intro to RStudio .Rmd IowaCityHomes, CollegeData College Data Dictionary More on RMarkdown, HW Template
Tidy Data .Rmd Several data sets Hadley Wickham’s Tidy Data Paper
Data Wrangling .Rmd Colleges2015 Piping, Base R vs dplyr
Merging and Joining .Rmd Several data sets Project #1 Assignment
Intro to ggplot .Rmd Ames Housing ggplot Components Guide
Extending ggplot with plotly plotly ggplot Library
Maps in ggplot, Maps using Shapefiles .Rmd, .Rmd State Population Data, Global Terrorism Data ne_50m_admin_0_countries
Intro to Strings .Rmd stringr Cheatsheat
Intro to Web Scraping .Rmd
Concepts in Statistical Modeling An Introduction to Statistical Learning
Intro to Supervised Learning with Caret .Rmd
Principle Components Analysis - PCA Lab .Rmd Project #2 Assignment
An Example using caret .Rmd Intepretable Machine Learning
Variable Selection (part 1) .Rmd RShiny App Code
Clustering (part 1) - Clustering Lab .Rmd Plants, Online Retail Collection of Project #2 Apps
Clustering (part 2) - Clustering Lab .Rmd Clustering Lab Hints
Regression and Variable Selection (part 2) - Regression and Variable Selection Lab .Rmd Final Project Assignment
Regression and Variable Selection (part 3) - Regression and Variable Selection Lab Final Project Meetings