Resources

A Few Useful Things to Know about Machine Learning

RECOMMENDED BOOKS

The following books (short reference name in parentheses) will help you further your understanding of the material:

• (ISL) An Introduction to Statistical Learning, [ FREE pdf ]
  Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani


• (CML) A Course in Machine Learning, [ FREE pdf ]
  Hal Daumé III


• (MLP) Introduction to Machine Learning with Python, O'Reilly
  Sarah Guido and Andreas Muller


• (DSB) Data Science for Business, O'Reilly
  Foster Provost and Tom Fawcett

ML using Python

• Python programming
• Definite Guide to Python
• DataCamp Intro to Python for Data Science
• Python 2.7 Quick Reference Sheet
• scikit-learn: Python ML library
• scikit-learn User Guide
• scikit-learn API reference
• SciPy: Scientific Computing Tools

• NumPy: Scientific Computing Library
• matplotlib plotting libraries