Curated Pages
Analytics
- Huge Trello Board Collection of Data Science Resources
- Diving Into Data Science Flipboard
- OLAP Operation in R
- Journal of Statistical Software: Tidy data
- Verzani: simpleR – Using R for Introductory Statistics
- Data Visualization packages
- Visualization hints: plotting numeric data by groups
- Matrix rotation for image and contour plots in R
- Fig Data: 11 Tips on How to Handle Big Data in R (and 1 Bad Pun)
- Data from 538
- Getting started with python notebook
Command Line
- explainshell.com - match command-line arguments to their help text
- The Command Line Crash Course - Quick course in using the command line
- Mastering the command line, in one page
R
- Try R
- The R Book by Michael J. Crawley
- Univ. of Calif. Riverside R Programming
- G. Sanchez - Strings in R
- The Lubridate Package
- Google Developers R Programming Video Lectures
- awesome R - A curated list of awesome R frameworks, packages and software.
- awesome machine learning - A curated list of awesome Machine Learning frameworks, libraries and software.
- Google’s R Style Guide
- Tufte-style HTML in rmarkdown
- Creating an R Package
- R Packages (Hadley online book) - How to write your own R packages.
- Beautiful ggplot2 Cheatsheet
- Intro to Graphics
- data.table cheat sheet
- Exploratory Data Analysis with data.table
- Fast summary statistics in R with data.table
- R online in r-fiddle.org
Probability and Statistics
GitHub
- Official Git Tutorial
- Git - Simple Guide
- Git Immersion - A guided tour through the fundamentals of Git
- GitHub - Dealing with Multiple Accounts
- Try Git
- Learn Git Branching: Interactive Game
- Atlassian Git Tutorials - Branches
Reproducible Research
Machine Learning
Textbooks
- OpenIntro textbook
- Statlect - The digital textbook on probability and statistics
- An Introduction to Statistical Learning with Applications in R [PDF, 4th printing]
- The Elements of Statistical Learning: Data Mining, Inference, and Prediction [PDF, 10th ed]
Further Reading
- Data Elixir - Free weekly newsletter of the best data-related resources and inspirations from around the web.
- Linkedin - Top 10 Big Data and Analytics References
- Linkedin - Let’s Get Nerdy: Data Analytics for Business Leaders Explained
- Data Science Central : a great repository of news and resources for data science practitioners.
- Data Science Ontology - A visualized overview of Data Science concepts and tools