There are automatic ways. Silhouette is the first that comes to mind. There is a vast literature on clustering you can look through.
Powerpoint slides are not available, but you can get pdf notes from my class web page (youtube does not permit links so you will have to google it)
This is an interview rather than a lecture, but I am sharing it as I think some of you might find it interesting.