This set of course notes is the direct predecessor to the textbook used by the MIT courses 6.041 and 6.431, undergrad and grad (respectively) introductory classes on probability.
You have two choices: either download it a chapter at a time, or download it all at once. Chapter-at-a-time is friendlier on slower connections, but is an older version of the notes.
Or get it all at once.