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Course Materials for STA 695: Modern Statistics in Machine Learning

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STA695

Course Materials for STA 695

Register Github and Get Github Student Developer Pack (important)

Github Education has an excellent developer package for students including $150 Amzaon Web Service (AWS) credits, which we will need for our class. Through this package, students can also get their monthly fee waived for creating private repositories. There are many awesome developing softwares included as well.

  1. Everyone should register for a Github account at https://github.com/.

  2. To get Github Education Student Developer Pack

    • Go to https://education.github.com/pack, and click on request a discount.
    • Login your Github account, fill out necessary information and associate it with a uky email address.
    • Your uky email address will receive a welcome email. Click into the link under Student Developer Pack in your email. Click on Get your pack in the popped page. Now you will now see unique link under each software. We will need this for our $150 AWS credits.
  3. To get $150 AWS credit

    • You first need to register for a AWS account at https://aws.amazon.com/. Once you succeed, you will have a 12-digit Account ID. We will use this Account ID to link with AWS Educate registration for our $150 credits. (You might need to input your debit/credit card information, but no charges will be processed if you don't use any paid service.)
    • Click into the unique link under AWS Educate from https://education.github.com/pack.
    • Select Student and fill out your school information including your uky email.
    • Don't select AWS Educate Starter Account, you will only receive $75 for this option.
    • Select the fist option and input your 12-digit AWS Account ID you just registered.
    • Once your student account get approved, your uky email will receive an email with $150 credit promotional code inside.
  4. To redeem your $150 AWS credit

The $150 AWS credit will expire in one year. Always keep an eye on your AWS account. Shut down the terminal if you are not using it, otherwise it may induce a huge fee.

Useful Resources

Git Tutorials

Run Jupyter Notebook from AWS

Easy to follow youtube video on setting up EC2 and Jupyter Notebook

Basic Unix/Linus Shell Commands

Switch Between R & Python in Jupyter Notebook

Markdown Cheatsheet & Tutorial

To create nice markdown reports (files with “.md” extension), it's very useful to learn some sytaxes.

The following interactive tutorial only takes about 10 minutes to finish.

The markdown cheatsheet can be found below.