There are some new machine learning videos from the Simons Institute at the moment:
This one is very educational:
In this video there is discussion about learning whether a point is on the data manifold or off the data manifold and the usefulness of knowing that. That sounds like a match with Numenta anomaly detection.
Okay, not Simons Institute: