Are there maybe also videos for this lecture?
https://github.com/melling/MathAndScienceNotes/tree/master/s...
Harvard 110 is a good beginner course. Someone did the lecture notes too:
http://www.mxawng.com/stuff/notes/stat110.pdf
And a 10 page cheatsheet: