/datascience-cheatsheets

Data Science Cheat Sheets and Study Materials

Data Science Cheat Sheets and Study Materials

This is the compilation of cheat sheets and study materials for Data Science. The materials are trigged more towards folks who are looking for interview preparation and review materials. Not too overwhelming, but not too less either. I would also like to thank all the people who put forward their time and effort to make these materials a reality.

Probability Cheat Sheets

Probability

Stats Cheat Sheets

Stats (Harvard Stat 100)

Machine Learning Cheat Sheets

Machine Learning (Stanford CS229)

Machine Learning Books

100 Page Machine Learning Book (Andriy Burkov) - Buy ML Book

Machine Learning Equations Manual

Deep Learning Cheat Sheets

Deep Learning Notes (from Andrew NG's Coursera class)

Deep Learning Cheat Sheet (Stanford CS230)

Machine Learning Best Practices

  1. Advice for Applying Machine Learning (Stanford CS229)
  2. Rules of Machine Learning (Google)

System Design

  1. Grokking the system design - URL Shortener, Instagram, Load Balancing & Cache in free preview mode.
  2. Interview Bit - System Design - Cache, Sharding, Highly Available, Highly Consistent, URL Shortener, Search, Messenger, Twitter.

Algorithms, Data Structures and SQL

  1. LeetCode
  2. Cracking the coding interview
  3. Hackerrank
  4. Interview Bit - Programming

Commonly Asked Questions

  1. Analytics Vidya Comprehensive Interview Guide
  2. Acing AI - Company focus