Data Science

All Cheatsheets You Need

Supervised vs. unsupervised learning
To learn how to choose the right approach and data labeling technique for your ML projects, check out the white paper by Alegion below:



Book: Python Data Science Handbook
Download PDF for Free

Book: Python for Data Analysis
Download PDF for Free


Book: Data Science from Scratch: First Principles with Python
Download PDF for Free

Book (updated): Hands-On Machine Learning with Scikit-Learn and TensorFlow
Download PDF for free


Visual Intro to Pandas and Numpy
A Visual Intro to NumPy and Data Representation 
A Gentle Visual Intro to Data Analysis in Python Using Pandas
Visualizing Pandas’ Pivoting and Reshaping Functions


Book: An Introduction to Statistical Learning: with Applications in R
Download PDF for Free
Purchase on Amazon

Topic: Probability and Statistics

Statistics Made Easy with R Cases
Probability Theory (PDF to Download)
Common Statistics Models (Web Pages to View)
Data Science Fundamentals — A/B Testing
5 Probability Distributions Every Data Scientist Should Know