| STAT 545A | STAT547M | |
|---|---|---|
| title | Exploratory Data Analysis | Basic Training for Data Science |
| SSC link | STAT 545A | STAT 547M |
| credits | 1.5 | 1.5 |
| dates | Sep 02, 2014 to Oct 19, 2014 | Oct 20, 2014 to Nov 28, 2014 |
| meets | Mon Wed 9:30 - 11am | Mon Wed 9:30 - 11am |
| where | GEOG 200 (new!) | GEOG 200 (new!) |
| pre-req | none (but see below) | STAT 545A |
Up-to-date info on office hours
For several years, I have taught STAT 545A as a 1.5 credit course. I – and many students – have felt there was alot of great, relevant content that could go into an additional 1.5 credits.
Therefore, in 2014/2015, we will pilot a full semester on data exploration, visualization, and all-around data wrangling. It is structured as two half courses for various reasons, such as allowing STAT 545A alums to register for STAT 547M and get the “missing half” of the course!
knitr and R Markdown for dynamic documents, ggplot2 for graphics, plyr and dplyr for data aggregation.This course is open to any graduate student at UBC. Students from other departments generally outnumber those from Statistics. In fact, the most successful students are often grad students from other fields who need to analyze and visualize data for a thesis. They are highly motivated and excel.
However, if you have never programmed or worked at the command line before, prepare for a shock. This will be a powerful, positive experience, but it’s a big adjustment. Come suffer through the worst part of the learning curve in good company!
YES. You absolutely must have access to a computer on which you can install software, download data, etc. In fact, class meetings will be a mix of lecture, discussion, and live coding. Students will get the most out of this if they can bring their own laptop to class every day. If this is not possible, we will try to help you work something out.
Course mark = 75% homework, 15% peer review, 10% engagement (i.e. attendance, participation in discussion in-class and/or online)
Students submit homework once a week. The end result may still resemble a “final project”, but one that has been built up gradually over the term.
Each homework will be evaluated by 3 peer reviewers. The performance of thoughtful peer review will count as 15% of the overall course mark.
No final exam.