This compact course is written for the mathematically literate reader who wants to learn to analyze data in a principled fashion. The language of mathematics enables clear exposition that can go quite deep quite quickly and naturally supports an axiomatic and inductive approach to data analysis. Starting with a good grounding in probability the reader moves to statistical inference via topics of great practical importance simulation and sampling as well as experimental design and data collectio