djoguns / home_repo

Getting started, tips, previous talks, and materials

Welcome to the Utah Data Science Group

For helpful resources below we have some getting started content. Also check out the connected wiki for additional content.

To get up to speed and really get the most out of the talks it is suggested to complete the Python Machine Learning Setup walkthrough and the following Machine Learning introductory content.

Python Machine Learning Setup

Walkthrough for setting up the core tools for machine learning with Python and easy collaboration and sharing within the group.

Machine Learning

• A Visual Introduction to Machine Learning

Suggested Introductory Resources:

Statistics

• OpenIntro Stats - very approachable content and accompanying videos are availble on Youtube

Machine Learning

• Andrew Ng's Coursera Machine Learning Course
• Machine Learning Mastery

Python

• Codecademy
• Geeks for geeks
• Learn X in Y - very brief but good quick syntax reference
• Learn Python the Hard Way

Pandas

• Intro to Pandas

R

• DataCamp
• Intro to Data Manipulation in R
• Intro to Data Visualizations using R's ggplot library
• Great Cheatsheets

Advanced R

• Advanced R with Hadley Wickham
• Data Science for R by Hadley Wickham and Garrett Grolemund

Git

• Github Tutorial
• Learn Git Branching