gopalindians/resources.md

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resources.md

Reproducible Research
- Makefiles
- Misc
Research Practice
- The Researchers Bible
- How to do research at MIT AI Lab
Bioinformatics
- Genomics Papers from Leek Group
Testing
- Python
  - Getting Started with Automatic Testing
  - Getting Started Testing
- Perl
  - Unit Testing in Perl
Meta Resources
- Coding
  - Code Essentials
  - Google's Technical Development Guide
Code Review
- Software Carpentry Code Review
- GitHub Flow and Code Review
- Fernando Perez Code Review
- 11 Best Practices
Machine Learning
- Misc.
- Neural Nets/Deep Learning
Parallel Processing
- Parallel Processing in multiple languages
Coding Guidelines
- Example of Good Code Guidelines
- Good Coding Guidelines
Linear Algebra
- First Course in Linear Algebra
- Linear Algebra in Four Pages
- MIT OCW Linear Algebra
Statistics
- Probability Cheat Sheet
- Steins Paradox
- Warning Signs in Experimental Design
- Causal Inference Book
- Statistical Inference for Everyone
- Probabalistic Programming and Bayesian Methods for Hackers
Discrete Math
- Notes on Discrete Math
Python
- Python for Big Data
- Python Patterns
- Python Argparse Cookbook
- Learn Python the Hard Way
Perl
- Data Munging with Perl
- Perl in 2 hours 30 minutes
- Higher Order Perl
Algorithms
- Learn Algorithms
- Khan Academy Algorithms
- MIT OCW Intro to Algorithms
Data Science/Big Data
- R and Pandas compared
- Mathematical Theory of Data Science
- Data Science Masters
- Python for Data Science
- Common Excel Tasks using Pandas
- Data Visualization
- R
- Matlab
  - Matlab Cookbook
Vim
- Vim Tutorial and Introduction
- Learn to Speak Vim
- Series of Articles on Learning Vim
Git/GitHub
- A Practical Introduction to Git
- Git - The Simple Guide
- Git Cheat Sheet
- Git Cheat Sheet from GitHub
- Pro Git
- Software Carpentry Git & GitHub Lesson
- Collaboration on GitHub
- GitHub Flow
- GitHub Guides
Misc.
- Twitter NLP Library
LaTex
- Not So Short Introduction to LaTex
- LaTex Wikibook
- Introduction to Tex and Friends
- Short Guide for LaTex Math
- WriteLaTex Introductino to LaTex
- Learn LaTex by Doing
- Tex Introduction

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