Based on the non-fiction book[0] by Nelson Johnson. The show is very entertaining, while taking a number of liberties with the source material. I liked it a lot, and I'm in the process of re-watching it.

It is also very graphic in it's depiction of violence.

[0]http://www.boardwalkempire.com/