Here is a curated List of Resources for Machine Learning

A. Machine Learning

1) My personal favourite, I started my datascience journey with this and I recommend it as a starting point,not too heavy on the math though Data-mining Concept and Techniques

2) Complement the above with this to ease into the math A comprehensive overview of ML, with a lot of technicalities explained: Machine Learning by Tom Mitchell

B. Getting into the mathematics:


You may start either with 1A / 1B, I strongly recommend 1A + 2A/2B to get a hold on probability


Information theory

Information Theory, Inference and Learning Algorithms by David J.C. MacKay

Linear Algebra

C. Visual Resources

Nothing better than the 3Blue1Brown

D. Extras