Khan-like videos for Machine Learning and Probability Theory.
youtube.com
Hat tip to JeanPierre for mentioning this in another thread.
I've really enjoyed these videos by mathematicalmonk. He strives to build intuition and provides good examples. He even touches on some measure theory in his probability theory primer.