ML-learning-path
Self learning guide for machine learning
Books for Machine Learning
This section is provided as a reference. We will reference specific chapters throughout the guide. So no need to go through these books right now :-)
High Level Machine Learning
Machine Learning Yearning (FREE)
Great book by Andrew Ng on how to run AI projects and building AI teams.
Get it here
Data Driven (FREE)
Get it here
Books for Hands On
Python Data Science Handbook (FREE)
Read it online here
Github here
Think Stats — Probability and Statistics for Programmers (FREE)
Really good book by Allen B. Downey.
Download it from here
Real World Machine Learning ($)
Really great book on introducing ML.
Read it at O’Reilly Learning - subscription required.
Buy it at Amazon
An Introduction to Statistical Learning (FREE)
A gentle introduction to machine learning; NOT heavy on maths. A really good book!
The Elements of Statistical Learning (FREE)
Like the book above; more rigorous treatment of maths
MATH 253: Machine Learning (FREE)
A great online book by Leslie Myint - an Assistant Professor of Statistics at Macalester College in the Department of Mathematics, Statistics, and Computer Science