I don't find khan academy's videos to be that great to get at the intuition behind probability and stats. It's good for reference and surface explanations.

I recommend Harvard stats 110 youtube videos: https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6...

These videos are more focused on probability, but they contain a lot of great intuitions.