Machine Learning, Data Science, Learning, Resources, University.
code (from scratch). The book is applied, avoids heavy math and essentially provides you with working knowledge of statistics without too many proofs and equations. I personally covered most of it, and I recommend it. The PDF of the book is freely available online. ➡ Think Bayes — Allen Downey