Introduction to Probability

by Joe Blitzstein and Jessica Hwang

Online version: http://probabilitybook.net/

Course website: Statistics 110: Probability at Harvard University

Video lectures: https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6ht66KWxbzTIo