This page contains resources and information I find useful for learning maths, statistics and machine learning. Any suggestions on additional resources or anything that will be useful to you are welcome at kevin.huang.han.work[at]gmail.com.

Statistics

Useful links here and here for non-native speakers to learn spoken mathematics in English (high-school level)

A useful collection of notes for starting with university-level pure mathematics

A useful diagram for common probability distributions

Book list:

Martin Wainwright, High-Dimensional Statistics: A Non-Asymptotic Viewpoint