Data Science Resources

Data Science Resources

This post is for the folks who just started or about to start learning Data Science, As data science is a very wide field kindly plan your journey according to it. Start with one language, stick with it and try to understand the basic concepts that will lead you to a long way, I have assembled few resources especially for beginner level.

Some Data Science Resources to get you started

Books:

Think Stats: Probability and Statistics for Programmers

Think Bayes: Bayesian Statistics Made Simple

Think Complexity

StatSoft Statistics Textbook 

 

Git & GitHub:

15 minutes to Git

How to Use Git and GitHub 

 

Python:

Intro to Data Processing with Python

Scipy Lecture Notes

Pandas Boot camp

 

Big Data Resources: 
Big Data University
 
Data Visualization:
D3.js Tutorial 
 
Machine Learning Roadmaps: 
MetAcademyDeep Learning: (Not for beginners)Deep Learning Tutorials

Deep Learning Course Stanford / OpenClassroom

 

Personal Notes:

  • Do not try to Learn Everything from Day 1.
  • Start with the language basics, learn how to analyse data.
  • Data visualisation part will come when you are comfortable with the programming language.


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