These are all overlapping fields, but now I'd like to see a list for data mining! (OLAP + Clustering + frequent pattern ... etc)
A nice list of important reads for machine learning info. It's relatively single-track, but certainly a good starting point for anyone seriously interested in the subject, and a lot of the suggestions really are good books.