Giter Club home page Giter Club logo

data-science-cheatsheet's Introduction

Update (2019-12-18): The Data Science Cheatsheet has evovled into a book! Check out Cracking the Data Science Interview here! This also means that the Cheatsheet will be getting a makeover soon- stay tuned!

Data Science Cheatsheet

This cheatsheet is currently a 9-page reference in basic data science that covers basic concepts in probability, statistics, statistical learning, machine learning, big data frameworks and SQL.

The cheatsheet is loosely based off of The Data Science Design Manual by Steven S. Skiena and An Introduction to Statistical Learning by Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani.

Inspired by William Chen's The Only Probability Cheatsheet You'll Ever Need, located here.

Future Additions

  • Graph Theory
  • Algorithms and Data Structures
  • Python
  • Advanced SQL (SQL Part II)
  • Data Science on the Cloud- AWS/GCP/Azure
  • Linear Algebra
  • Data Engineering

Screenshots

License

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. Creative Commons License

Changelog

2020-04-18 Added Graph Theory Section

2018-08-13 Added Python Data Structures Section

2018-08-12 Added Feature Engineering Section

2018-08-10: Added Data Science Cheat Sheet

Contact

Feel free to suggest comments, updates, and potential improvements!

Maverick Lin: Reach out to me via Quora or through my website. Cheers.

data-science-cheatsheet's People

Contributors

ivanistheone avatar josephtlucas avatar ml874 avatar pablorodriper avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.