I am super-excited to announce that the book I've been working on for more than the last year, Data Science from Scratch: First Principles with Python is finally available! (buy from O'Reilly, use discount code AUTHD to save some money) (buy from Amazon). My experience learning and teaching data science was that there were two primary paths: The Math Path: "So you want to be a data scientist? Sure