Linux Command Lines
Git Best Practices
- Coursera: Getting Started with Git and GitHub
- Three modules (7 hours in total)
Cloud Computing
- HCC Doc
- Coursera: Introduction to Networking and Cloud Computing
- EdX: Introduction to Cloud Computing
R Statistical Language
- Coursera: R programming class, taught by Roger Peng, Jeff Leek, and Brian Caffo
Online Courses
- HarvardX Biomedical Data Science Open Online Training
Basic Data Analysis for the Life Sciences
- Statistics and R
- 4 weeks (2-4 hours per week)
- Introduction to Linear Models and Matrix Algebra
- 4 weeks (2-4 hours per week)
- Statistical Interference and Modeling for High-throughput Experiments
- 4 weeks (2-4 hours per week)
- High-Dimensional Data Analysis
- 4 weeks (2-4 hours per week)
Other Free Online Resources for R
- The try R interactive online course from Code School
-
The swirl: learn R interactively from within the R console
- Quick-R: Quick online reference for data input, basic statistics, and plots
- RStudio Cheat Sheets
R Books:
- Dynamic Documents with R and knitr By Yihui Xie
- R for Data Science by Hadley Wickham and Garrett Grolemund
- R for Everyone by Jared Lander
- R Cookbook (O’Reilly Media) by Paul Teetor
- R in Action by Robert Kabacoff