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Folklore facts on probability distribution learning, testing, and whatever-ing

A set of notes and expositions about so-called "folklore" or "basic" facts* in testing or learning.

[*] The definition of a folklore fact is very unclear, and unfortunately boils down I suspect to "well-known to those calling it a folklore fact.''