Basics

The Basics and Some Essentials

Learn to Work with Your Local Laptop

• Command-line Basics
  • Linux Commnad-line Basics
  • Windows Command-line Bascis

• How to use Git and GitHub: Version control for code

• Scala
  • scala cheat sheet
  • scala basics in a hurry
  • Scala School! by twitter
    • Scala School! build yourself from scratch

Distributed Computing Infrastructure

We need infrastructure for big data. See Infrastructure.

Other Courses for free!

Beginner course (free)

• Intro to Statistics
• Intro to Computer Science (with Python)
• Intro to Descriptive Statistics
• Intro to Inferential Statistics
• Intro to Python Programming

Intermediate to Advanced Courses (free)

• Mining Massive Datasets: Stanford Online
• Linear Algebra Refresher Course (with Python)
• Deploying a Hadoop Cluster
• Intro to Algorithms
• Machine Learning
  • Machine Learning: Supervised Learning
  • Machine Learning: Unupervised Learning
  • Machine Learning: Reinforcement Learning
• Differential Equations in Action (Python)
• AB testing
• Intro to Relational Databases
• Data Visualization and D3.js
• Intro to Hadoop and MapReduce
• Real-Time Analytics with Apache Storm
• Intro to Data Analysis: Using NumPy and Pandas
• Intro to Data Science
• Intro to Artifical Intelligence
• Data Analysis with R by facebook
• Intro to Parallel Programming by Nvidia
• Model Building and Validation by AT&T