curated.md

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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

Command Line

• explainshell.com - match command-line arguments to their help text
• The Command Line Crash Course - Quick course in using the command line

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
• Beautiful ggplot2 Cheatsheet
• Intro to Graphics
• data.table cheat sheet
• Exploratory Data Analysis with data.table
• Fast summary statistics in R with data.table

Probability and Statistics

• Probability and Statistics Cookbook

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

• Markdown live demo
• Boosting Slides by Ron Meir

Machine Learning

• UC Irvine Machine Learning Data Repository

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

Data Science Groups, Meetups, and Networking

• LinkedIn Data Science Specialisation Group