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Data Science Tools study guides for MIT's 15.003

Goal

This repository aims at summing up in the same place all the important notions that are covered in MIT's 15.003 Data Science Tools course and includes:

  • Study guides for SQL, R, Python, Git and Bash.
  • Conversion guides between R and Python.
  • All elements of the above combined in an ultimate compilation of concepts, to have with you at all times!

Content

Study guides

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Data retrieval with SQL Data manipulation with R Data manipulation with Python
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Visualization with R Visualization with Python Engineering tips

Conversion guides between R and Python

Illustration Illustration
Data manipulation Visualization

Super study guide

Illustration
All the above gathered in one place

Website

This material is also available on a dedicated website, so that you can enjoy reading it from any device.

Authors

Afshine Amidi (Ecole Centrale Paris, MIT) and Shervine Amidi (Ecole Centrale Paris, Stanford University)