Free book on Statistics for Programmers
greenteapress.com
greenteapress.com
Think Stats -- Probability and Statistics for Programmers
http://www.greenteapress.com/thinkstats
(The book is published under Creative Commons, so this is a legal download.)
This book is about complexity science, data structures and
algorithms, intermediate programming in Python, and the
philosophy of science:
http://www.greenteapress.com/compmod/One of the things that bugged me about my college stats class was that it was taught at such a low-level. The material never advanced to a point to where I felt I was learning things that could be resourceful down the line. Instead of immediately jumping into Excel or SPSS datasets and doing meaningful things with them, we were busy doing stats exercises by-hand, which seems like such a waste of time. Sure, you have to know what the various elements mean, but do you really need to know the nuts and bolts of it, when in actually, you're going to be using a computer to do it anyway?